diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 4194e18c8b476dc0d3e7d8de6868866c8c97fdf0..afbeff8774028a84a374552a2dc85d9690cccec8 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": "20260603T000024Z", - "generated_at": "2026-06-03T00:09:15Z", + "snapshot_id": "20260603T060020Z", + "generated_at": "2026-06-03T06:10:10Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1423,356 +1423,79 @@ ] }, { - "cluster_id": "cluster-45363-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46326-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46326.", "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 45666, - "issue_numbers": [], + "confidence": 0.55, + "canonical_issue_number": 46326, + "canonical_pr_number": 46330, + "issue_numbers": [ + 46326 + ], "pr_numbers": [ - 45363, - 45666, - 46339 + 46330, + 46353 ], "evidence_types": [ - "soft_similarity" + "closing_reference" ], "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": 0.504, - "size_similarity": 0.842, - "file_overlap": 0.286, - "area_overlap": 0.591, - "patch_similarity": 0.291, - "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, - 51 - ], - [ - 284, - 293 - ], - [ - 520, - 744 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 3738, - 3747 - ] - ], - "right_ranges": [ - [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4257 - ], - [ - 4651, - 4664 - ] - ] - } - ] - }, - { - "left_pr_number": 45666, - "right_pr_number": 46339, - "code_similarity": 0.423, - "size_similarity": 0.354, - "file_overlap": 0.667, - "area_overlap": 0.283, - "patch_similarity": 0.356, + "left_pr_number": 46330, + "right_pr_number": 46353, + "code_similarity": 0.434, + "size_similarity": 0.466, + "file_overlap": 1.0, + "area_overlap": 0.019, + "patch_similarity": 0.229, "shared_filenames": [ - "src/transformers/core_model_loading.py", - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py", - "tests/kernels/test_kernels.py" + "src/transformers/tokenization_mistral_common.py", + "tests/test_tokenization_mistral_common.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, - 51 - ], - [ - 284, - 293 - ], - [ - 520, - 744 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", + "filename": "src/transformers/tokenization_mistral_common.py", "left_ranges": [ [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 + 1185, + 1194 ] ], "right_ranges": [ [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4257 + 1055, + 1062 ], [ - 4651, - 4664 + 1173, + 1186 ] ] }, { - "filename": "tests/kernels/test_kernels.py", + "filename": "tests/test_tokenization_mistral_common.py", "left_ranges": [ [ - 19, - 54 - ], - [ - 228, - 281 - ], - [ - 294, - 317 + 919, + 953 ], [ - 605, - 995 + 1393, + 1404 ] ], "right_ranges": [ [ - 21, - 28 - ], - [ - 33, + 34, 39 ], [ - 90, - 103 - ], - [ - 217, - 301 + 901, + 912 ], [ - 314, - 337 + 1325, + 1337 ] ] } @@ -1855,87 +1578,6 @@ } ] }, - { - "cluster_id": "cluster-46326-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46326.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 46326, - "canonical_pr_number": 46330, - "issue_numbers": [ - 46326 - ], - "pr_numbers": [ - 46330, - 46353 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 46330, - "right_pr_number": 46353, - "code_similarity": 0.434, - "size_similarity": 0.466, - "file_overlap": 1.0, - "area_overlap": 0.019, - "patch_similarity": 0.229, - "shared_filenames": [ - "src/transformers/tokenization_mistral_common.py", - "tests/test_tokenization_mistral_common.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/tokenization_mistral_common.py", - "left_ranges": [ - [ - 1185, - 1194 - ] - ], - "right_ranges": [ - [ - 1055, - 1062 - ], - [ - 1173, - 1186 - ] - ] - }, - { - "filename": "tests/test_tokenization_mistral_common.py", - "left_ranges": [ - [ - 919, - 953 - ], - [ - 1393, - 1404 - ] - ], - "right_ranges": [ - [ - 34, - 39 - ], - [ - 901, - 912 - ], - [ - 1325, - 1337 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2017,11 +1659,11 @@ { "left_pr_number": 46323, "right_pr_number": 46359, - "code_similarity": 0.514, - "size_similarity": 0.229, + "code_similarity": 0.515, + "size_similarity": 0.232, "file_overlap": 0.5, "area_overlap": 0.846, - "patch_similarity": 0.15, + "patch_similarity": 0.151, "shared_filenames": [ "src/transformers/tokenization_python.py" ], @@ -2490,16 +2132,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45363-3", - "canonical_pr_number": 45666, - "duplicate_pr_numbers": [ - 45363, - 46339 - ], - "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, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 8efa871110f792f5881c5b7321c53948de7f745a..6096edec34e093c45aff575546b569642aabb1a4 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": "20260603T000024Z", - "generated_at": "2026-06-03T00:09:15Z", + "snapshot_id": "20260603T060020Z", + "generated_at": "2026-06-03T06:10:10Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:24643", "issue:30277", @@ -84,8 +84,8 @@ "issue:44805|issue:45823", "issue:43638|issue:44805", "issue:43638|issue:46165", - "issue:44805|issue:46294", "issue:43596|issue:44805", + "issue:44805|issue:46294", "issue:44805|issue:45161", "issue:44560|issue:46165", "issue:43596|issue:46165", @@ -96,8 +96,8 @@ "issue:43975|issue:44457", "issue:43039|issue:45161", "issue:44292|issue:44457", - "issue:24643|issue:30277", "issue:34928|issue:44805", + "issue:24643|issue:30277", "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:34928|issue:36331", @@ -106,16 +106,16 @@ "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45823|issue:45874", - "issue:43425|issue:44292", "issue:34928|issue:41720", + "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", "issue:43716|issue:45685", "issue:44918|issue:45161", - "issue:43716|issue:44292", "issue:44292|issue:44918", "issue:45507|issue:45685", + "issue:43716|issue:44292", "issue:43039|issue:44918", "issue:41762|issue:43638", "issue:43827|issue:44512", @@ -136,88 +136,88 @@ "issue:45823|issue:46294", "issue:45237|issue:45901" ], - "prepared_review_unit_hash": "175b1e7ccd259605956ec0ded9e352b9a035a7d9aaa320043d0ae12b44b4bf66", + "prepared_review_unit_hash": "45a40be025093c267d12c26ca0333e86b7828702a4204ee1cec68c1c00c4f6a8", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 67, - "serialized_chars": 47825, - "estimated_input_tokens": 11957, - "estimated_eval_tokens": 24170 + "serialized_chars": 47821, + "estimated_input_tokens": 11956, + "estimated_eval_tokens": 24168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated model-specific bugs, dtype/device issues, docs regressions, and distributed-training failures. The only clear duplicate pair is the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43596 is the best representative of the duplicate ZeRO-3/BERT index-0 out-of-bounds bug: it is specific, clear, and earlier than 43638.", + "summary": "The cluster is mostly over-broad and mixes unrelated bugs across models, docs, and backends. The only clear duplicate set is the DeepSpeed ZeRO-3 \"index 0 out of bounds\" family around model loading/init; most other pairs are just broad thematic similarity and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43638 is the clearest representative of the ZeRO-3 index-out-of-bounds family: it gives a concrete non-pretrained BertModel reproduction, matches the exact error shape, and overlaps tightly with the other Bert/ZeRO-3 reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest cluster representative because it captures the shared ZeRO-3/BERT failure mode in the cleanest form.", + "best_issue_reason": "issue:43638 is the best global issue anchor because it is the most specific and broadly phrased report for the only real duplicate set in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing Qwen3.5 config field vs streaming chat/completions API error." + "reason": "Different Qwen3.5 problems: missing config attribute vs streaming chat/completions inference failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different subsystems: GPT-OSS AMD GPU failure vs MPS histogram on Int." + "reason": "Unrelated bugs: GPT-OSS AMD GPU failure vs MPS histogram op not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bugs: image preprocessor/model dtype mismatch vs AMD GPU runtime failure." + "reason": "Different model/backend and different error: Mistral-3 dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the GPT-OSS AMD GPU issue." + "reason": "Different model and failure mode; only shares a broad GPU/backend theme." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: AMD GPU incompatibility vs GraniteMoEHybrid invalid method call." + "reason": "Different concrete bug: AMD GPU runtime issue vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and errors: Qwen-3 NVFP4 runtime failure vs AMD GPU issue." + "reason": "Different models and errors; not the same underlying change or bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error vs Qwen3Moe FineGrainedFP8 failure are different bugs." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 config failure are distinct issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failures: ONNX export vs Qwen3 auto device mapping cuda assert." + "reason": "Different bug surfaces: export-time ONNX issue vs auto device mapping cuda assert." }, { "left": "issue:45901", @@ -229,373 +229,343 @@ "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern different removed features and are not the same change." + "reason": "Both are docs regressions, but they mention different removed features and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export problem and GenerationMixin import breakage are unrelated." + "reason": "ONNX export failure and GenerationMixin import error are separate problems." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 unpacking failure and resume-training/trust-remote-code issue are different." + "reason": "TRL SFT embedding unpacking failure is unrelated to resume/trust-remote-code behavior." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failure modes." + "reason": "Different model paths and different errors: mask shape mismatch vs PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError reports, but the model/path and root symptom differ." + "reason": "Both are IndexError-like, but one is ZeRO-3 BERT init and the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading bug and resume-training/trust-remote-code issue are unrelated." + "reason": "ZeRO-3 BERT index error is unrelated to local model resume/trust-remote-code." }, { - "left": "issue:44805", - "right": "issue:46294", + "left": "issue:43596", + "right": "issue:44805", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token mismatch." + "reason": "Same generic IndexError wording, but different code paths and root causes." }, { - "left": "issue:43596", - "right": "issue:44805", + "left": "issue:44805", + "right": "issue:46294", "accept": false, - "reason": "Different concrete bugs: Bert ZeRO-3 init error vs mask/index shape mismatch." + "reason": "Mask/tensor shape mismatch is not the same bug as Qwen3.5 video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape IndexError and GPT-OSS MoE TP issue are different." + "reason": "Different model/backend issue: shape mismatch vs GPT-OSS MoE TP support." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and training-resume/trust-remote-code are unrelated." + "reason": "Video StopIteration and training-resume/remote-code issues are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert init error does not match the training-resume issue." + "reason": "DeepSpeed ZeRO-3 BERT init error does not match the resume/trust-remote-code problem." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Missing pad_token_idx after v5 and resume-training failure are different problems." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to training resume." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch on Jamba vs Bert ZeRO-3 index error are different bugs." + "reason": "Both involve DeepSpeed, but collective mismatch and ZeRO-3 index-out-of-bounds are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3/BERT index-0 out-of-bounds failure; only the model description differs." + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds bug on BERT initialization/loading; these look like duplicates." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization bug and LoRA save/reload inconsistency are unrelated." + "reason": "Different failures: token detokenization regression vs LoRA merge/save/load inconsistency." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call and GPT-OSS TP failure are different issues." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to the LoRA merge/reload mismatch." + "reason": "Qwen-3-8B NVFP4 runtime and LoRA merge/save mismatch are different bugs." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Both involve DeepSpeed, but they are different failures: weight shape vs collective mismatch." + "reason": "FSDP activation-checkpointing recomputation error and mask shape mismatch are not the same issue." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "FSDP checkpointing tensor-size mismatch and mask-shape IndexError are different." + "reason": "Both are DeepSpeed-related, but the weight-dimension error and collective mismatch are distinct problems." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same module, but different bugs: CPU-offload incompatibility vs uninitialized inv_freq after to_empty." + "reason": "Same class name, but CPU-offload incompatibility and uninitialized-memory-after-materialization are different concrete failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading bug and GPT-OSS TP issue are unrelated." + "reason": "ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel support." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and CustomTrainer signature change are unrelated." + "reason": "FSDP checkpointing mismatch and CustomTrainer extra-argument error are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are different." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Expensive reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3TextConfig missing field and Mistral regex patch crash are different failures." + "reason": "Gemma3 config mismatch in vLLM and Mistral tokenizer patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch and reverse embedding lookup are distinct bugs." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram Int limitation are unrelated." + "reason": "Same family (Gemma4), but device-mismatch and reverse-embedding lookup are different issues." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Qwen3.5 embedding unpacking failure and GPT-OSS TP issue are different." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." }, { - "left": "issue:43716", + "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Different models and errors: Mistral dtype mismatch vs Qwen-3 NVFP4 runtime failure." - }, - { - "left": "issue:45823", - "right": "issue:46294", - "accept": false, - "reason": "Gemma4 device mismatch and Qwen3.5 video token mismatch are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "AMD GPU support issue and outdated RAG docs are unrelated." - }, - { - "left": "issue:45800", - "right": "issue:46304", - "accept": false, - "reason": "Torch 2.4.1/transformers incompatibility and USE_DISTRIBUTED=0 breakage are different issues." - }, - { - "left": "issue:43296", - "right": "issue:46304", - "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and distributed-disabled PyTorch support are unrelated." + "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are not the same bug." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Same ZeRO-3 symptom, but Gemma3 and Bert loading paths are not the same concrete bug." + "reason": "Phi autocast dtype mismatch and GPT-OSS tensor-parallel issue are unrelated." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 auto device-map cuda assert are different." + "reason": "Mixtral torch-dynamo tracing error and Mistral-3 preprocessor dtype mismatch are different problems." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Docs mention different removed APIs; both are docs cleanups, not the same issue." + "reason": "Different model-specific failures with no shared code-path." }, { - "left": "issue:44589", - "right": "issue:46304", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "Float8 storage import error and USE_DISTRIBUTED=0 support break are unrelated." + "reason": "Different model/backend bugs: dtype mismatch vs MPS histogram op unsupported." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram Int error are different failures." + "reason": "TRL SFT embedding unpacking failure is not the same as GPT-OSS TP support." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and Qwen3.5 SFT embedding unpacking are different." + "reason": "Distinct Qwen model bugs with different repro paths." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram Int error are unrelated." + "reason": "Different model families and different errors." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross_entropy call and Qwen3.5 SFT embedding unpacking are different bugs." + "reason": "Liger Kernel cross-entropy call and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error look similar but are model-specific and not clearly the same bug." + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern during model loading/init; Gemma3 and BERT look like the same underlying bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5, but they refer to different removed content and should stay separate." + "reason": "Both are docs regressions, but they target different removed APIs and should not be merged." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video StopIteration." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Torch autocast dtype mismatch and MPS histogram Int limitation are different." + "reason": "Autocast dtype mismatch and MPS histogram failure are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 SFT trainer failure and MPS histogram Int limitation are unrelated." + "reason": "TRL training bug and MPS op support error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross_entropy invocation and autocast dtype mismatch are different bugs." + "reason": "Liger kernel cross-entropy and Phi autocast dtype mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature break are unrelated." + "reason": "DeepSpeed collective mismatch and custom trainer signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing FSDP mismatch and GenerationMixin import error are different." + "reason": "Activation-checkpointing/FSDP recomputation and GenerationMixin import error are separate bugs." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU incompatibility and outdated RAG docs are unrelated." + "reason": "GPU runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy and tensor-mask shape mismatch are different issues." + "reason": "Liger Kernel cross-entropy call and tensor-mask shape mismatch are unrelated." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different compatibility problems: torch/transformers versioning vs distributed-disabled build support." + "reason": "Torch 2.4.1 compatibility and USE_DISTRIBUTED=0 breakage are different versioning issues." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure and USE_DISTRIBUTED=0 support break are unrelated." + "reason": "PaddleOCR-VL/vLLM load failure and distributed-disabled torch support are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model and trigger differ enough that they are not clearly the same bug." + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure class; both point to empty/invalid tensor access during init or loading." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "Gemma3 vLLM config attribute mismatch and Qwen3 cuda assert are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs leftovers from v5 removals; not the same underlying issue." + "reason": "TextClassificationPipeline docs issue and run-command docs issue are different doc regressions." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage import problem and distributed-disabled PyTorch support are different failure modes." + "reason": "Float8 storage lookup failure and distributed-disabled support regression are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device mismatch and Qwen3.5 video token mismatch are unrelated." + "reason": "Gemma4 device mismatch and Qwen3.5 video feature/token mismatch are different bugs." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The representative choice of issue:43596 is well supported by the packet, and the cluster summary stays conservative. The only accepted soft edge, issue:43596 vs issue:43638, is a plausible duplicate based on the shared ZeRO-3/BERT index-out-of-bounds error wording. The remaining soft-edge rejections are generally cautious and not overstated." + "feedback": "The assessment is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate links are the exact DeepSpeed ZeRO-3 index-out-of-bounds family, and the rest are rejected with model/error-specific distinctions rather than broad thematic similarity. The summary does not overclaim beyond the available titles/body signals." }, "evaluator_used": true, "retried": false, @@ -614,7 +584,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:36010", "issue:39290", @@ -670,10 +640,10 @@ "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:45020|issue:46304", "issue:43872|issue:46304", + "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:43854|issue:43866", "issue:41093|issue:43638", @@ -695,9 +665,9 @@ "issue:41093|issue:41762", "issue:43296|issue:43366", "issue:43572|issue:45070", - "issue:43541|issue:45161", "issue:44387|issue:45005", "issue:44805|issue:44918", + "issue:43541|issue:45161", "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", @@ -708,292 +678,292 @@ "issue:43541|issue:44589", "issue:41093|issue:43596" ], - "prepared_review_unit_hash": "cd44865aa3afb16df1241fdbd5d48aa36236624586292d7a3a9bdc89379c2002", + "prepared_review_unit_hash": "23f6217270fb54f08b510d6e1e00ad3f967dbea023c9e7777ecf0432ebcd9984", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 42, - "serialized_chars": 39565, - "estimated_input_tokens": 9892, - "estimated_eval_tokens": 20040 + "serialized_chars": 39563, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated issues. I only see two plausible duplicate pairs: the AutoTokenizer wrong-token-id regression and the Qwen video-input/template regression. Everything else looks like distinct bugs or different code paths.", - "confidence": 0.63, - "canonical_issue_reason": "Issue #45920 is the broadest and most representative report of the shared AutoTokenizer wrong-token-ID regression across multiple model families; #45812 is a narrower Granite-specific instance of the same symptom.", + "summary": "This cluster is mostly heterogeneous, with only a couple of clear duplicate pairs: the AutoTokenizer wrong-token-ID regression and the Qwen3.5 video-input regression. Most other pairs share broad symptoms but not the same concrete bug path.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the broadest current report of the tokenizer regression across multiple model families, and it cleanly subsumes the narrower Granite-only report (issue:45812).", "canonical_pr_reason": null, - "best_issue_reason": "#45920 best captures the underlying tokenizer regression because it describes the widest affected set and the same v4\u2192v5 breakage pattern.", + "best_issue_reason": "issue:45920 is the best single issue to anchor this cluster because it is open, broad in scope, and describes the same underlying tokenizer regression affecting several models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and failure modes: Voxtral processor failure vs Gemma4 PLE device mismatch." + "reason": "Different model families and failure modes: Voxtral processor load failure vs Gemma4 device-map mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated areas: Liger Kernel cross-entropy usage vs a Qwen video StopIteration error." + "reason": "Unrelated problems: Liger Kernel cross-entropy path vs Qwen3.5 video chat template mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug in DeepSeek coder vs documentation/examples drift; not the same underlying issue." + "reason": "Detokenization bug vs RAG example documentation issue; not the same underlying defect." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same tokenizer regression: wrong token IDs across model families after the v4\u2192v5 change." + "reason": "Both report the same AutoTokenizer wrong-token-ID regression in v5, with 45920 being the broader multi-model version." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading problem vs outdated RAG examples; unrelated." - }, - { - "left": "issue:45020", - "right": "issue:46304", - "accept": false, - "reason": "Both mention breakage in recent versions, but the concrete problems and code paths differ (remote_code vs USE_DISTRIBUTED=0)." + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption vs model implementation loading failure; not the same bug." + "reason": "Different models and symptoms: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation bug." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:45020", + "right": "issue:46304", "accept": false, - "reason": "Model-loading TypeError in init_empty_weights vs outdated examples; unrelated." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different compatibility issues." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is a different dependency issue than distributed PyTorch support." + "reason": "bitsandbytes/_is_hf_initialized incompatibility is unrelated to the PyTorch distributed build issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 loading error is unrelated to RAG documentation examples." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they affect different models and likely different config paths." + "reason": "Both mention sliding_window, but they affect different model families and appear to be separate config bugs." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading failure is unrelated to an Ovis2 checkpoint corruption report." + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are not the same defect." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 IndexErrors, but the exact failures differ (mask/tensor shape mismatch vs size-0 index error) and likely stem from different paths." + "reason": "Different concrete errors: mask-shape mismatch vs zero-sized tensor index error under ZeRO-3." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/run failure is unrelated to a table-question-answering task crash." + "reason": "Whisper loading failure and table-question-answering crash are unrelated." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility is not the same as a pydantic/PretrainedConfig field regression." + "reason": "Torch version incompatibility is unrelated to the PretrainedConfig pydantic-field regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Two separate version-compatibility/model-init issues; no shared concrete bug is evident." + "reason": "ZeRO-3/BertModel index error and torch 2.4.1 vs transformers 5.8.0 incompatibility are separate issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "DeepSeek detokenization and table QA crashes are unrelated." + "reason": "Detokenization bug and table-question-answering crash do not share a code path." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure vs pydantic config regression; different code paths." + "reason": "Whisper model loading and PretrainedConfig pydantic regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a transformers-chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." + "reason": "Both involve Qwen3.5 chat, but the titles point to different runtime paths and no clear shared bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Init-empty-weights loading TypeError is unrelated to table QA crashes." + "reason": "Qwen-3-8B-NVFP4 loading failure is unrelated to table-question-answering." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Gemma4 device-mismatch are different issues." + "reason": "Sliding_window config issue and Gemma4 PLE device mismatch are different problems." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "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 inference failure vs an MPS histogram operator error in MoE models; unrelated." + "reason": "Qwen3.5 streaming chat failure and MPS histogram op error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS Int histogram issue." + "reason": "Torch-dynamo grouped_mm tracing error and MPS Int histogram error are different backend issues." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different runtime failures: grouped_mm tracing vs autocast dtype mismatch." + "reason": "Both mention dtype/backend issues, but the model paths and failures differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template compilation error are unrelated." + "reason": "Voxtral processor load failure is unrelated to template-node compilation errors." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + "reason": "GenerationMixin import error and Gemma3 sliding_window config error are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/Transformers version incompatibility is unrelated to Gemma4 device placement." + "reason": "Torch/version compatibility and Gemma4 device mismatch are separate regressions." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Similar ZeRO-3 IndexErrors, but they point to different symptoms and model-loading paths." + "reason": "Both are ZeRO-3-related IndexErrors, but the concrete errors and contexts differ." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to GGUF gpt-oss support." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is not the same as a pydantic PretrainedConfig field regression." - }, - { - "left": "issue:43541", - "right": "issue:45161", - "accept": false, - "reason": "Torch dynamo grouped_mm failure and GPT-OSS TP-only issue are different bugs." + "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic regression are different config issues." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM is not the same as tied-weights issues on translation models." + "reason": "Int4 OOM regression and tied-weights translation-model bug are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are tensor/indexing complaints, but the model/task contexts differ and the underlying bug is not clearly shared." + "reason": "Both involve sequence handling, but the mask-shape IndexError and Qwen3.5 embedding unpacking failure are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different backend/model bugs." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 streaming inference failure are unrelated." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming chat failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to the pydantic PretrainedConfig field issue." + "reason": "Unexpected _is_hf_initialized in init_empty_weights and PretrainedConfig pydantic regression are separate issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 chat streaming are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is a different issue from Qwen3.5 video token/template mismatch." + "reason": "Image-preprocessor dtype mismatch in Mistral-3 and Qwen3.5 video-token mismatch are different multimodal bugs." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic regression." + "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig field regression do not share a bug path." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch 2.4.1 compatibility are different versioning issues." + "reason": "Remote_code breakage and torch 2.4.1 / transformers 5.8.0 incompatibility are distinct compatibility problems." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen video-input regression: video features/tokens mismatch in the chat-template path across Qwen VL variants." + "reason": "Both describe the same Qwen3.5/Qwen3.5-VL video-input regression where video features and tokens/template output no longer match in v5.3.0." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure vs missing Float8 storage type are unrelated." + "reason": "Grouped_mm tracing failure and Float8 storage lookup error are different runtime issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 size-0 loading issue for Bert; not the same bug." + "reason": "Mask-shape mismatch and zero-size-tensor ZeRO-3 index error are not the same underlying defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the issue titles: the AutoTokenizer v4\u2192v5 wrong-token-ID regression (#45812/#45920) and the Qwen video input/template regression (#44479/#46294). The remaining pairwise rejections are appropriately cautious and do not overclaim shared root causes." + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the titles: issue:45812/issue:45920 are clearly the same AutoTokenizer wrong-token-ID regression, with 45920 being the broader report; issue:44479/issue:46294 are both Qwen3.5 video-input regressions with a video-features/video-tokens mismatch theme. The remaining pairs are mostly rejected cautiously, and the summary does not overclaim mergeability or shared bug paths." }, "evaluator_used": true, "retried": false, @@ -1012,7 +982,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:36331", "issue:38175", @@ -1067,17 +1037,17 @@ "issue:43054|issue:43994", "issue:45759|issue:45902", "issue:45542|issue:45800", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43716|issue:44918", "issue:45632|issue:45698", "issue:43645|issue:45399", "issue:43404|issue:45005", - "issue:40990|issue:44960", - "issue:44530|issue:45005", "issue:42915|issue:45399", + "issue:44530|issue:45005", "issue:43873|issue:45005", - "issue:44360|issue:44512", "issue:44863|issue:45005", + "issue:44360|issue:44512", "issue:44918|issue:45507", "issue:44492|issue:44512", "issue:43975|issue:44292", @@ -1090,239 +1060,239 @@ "issue:43950|issue:45902", "issue:43872|issue:44589", "issue:43866|issue:44403", + "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:41553|issue:43883", - "issue:43054|issue:45701", "issue:45663|issue:45902", "issue:44910|issue:45859", "issue:42947|issue:44387" ], - "prepared_review_unit_hash": "aa509e56c36384a155b289a33d57de9dbc5afdbd3c3d2e7b6d0b2dabea58b6cd", + "prepared_review_unit_hash": "ffcab809c251ce0bced88670bbb209228a9615ecf2a1630e2bf1a03a40549cf9", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37141, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "serialized_chars": 37146, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a few related Transformers 5.x regressions and many unrelated model-specific bugs. The only clear duplicate pair is the non-persistent-buffer corruption regression (43950/44534). No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43950 is the clearest and most general report of the non-persistent-buffer corruption regression in v5, and it subsumes the near-duplicate wording in 44534.", + "summary": "This cluster is mostly heterogeneous and does not appear to be one duplicate set. The only clear duplicate family is the Transformers v5 non-persistent-buffer regression (`43644`/`43950`/`44534`).", + "confidence": 0.74, + "canonical_issue_reason": "`issue:43950` is the best central report for the only strong duplicate family here: it clearly frames the v5 regression around non-persistent buffers and is more specific than the broader `43644`/`44534` wording.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best cluster representative because it describes a concrete, actionable regression and matches the only strong duplicate family in the set.", + "best_issue_reason": "`issue:43950` is the strongest canonical candidate overall because it most precisely describes the underlying non-persistent-buffer corruption regression and aligns with the accepted duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2 quality problems, but one is about text embeddings and the other about AutoModel/pipeline outputs; not the same concrete bug." + "reason": "Same model family (SigLIP2), but the reported symptoms differ: degraded embeddings vs nonsensical outputs in AutoModel/pipeline. Not enough to treat as the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different failure modes: config unwrapping for multimodal Qwen 3.5/3.6 vs uninitialized rotary embedding memory after meta->to_empty(cuda)." + "reason": "Different code paths and failures: multimodal config unwrapping vs `inv_freq` materialization after `to_empty(cuda)`." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "One is a TensorBoard-without-TF backend detection issue; the other is a torch/transformers version compatibility problem." + "reason": "Unrelated failures: TensorBoard/TensorFlow backend detection vs a Torch/Transformers version incompatibility report." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs Qwen3.5 input unpacking failure in trl SFT trainer." + "reason": "Both involve training/runtime errors, but one is FSDP weight shape failure and the other is Qwen3.5 embedding unpacking with TRL; different bugs." }, { - "left": "issue:39186", + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "No concrete overlap beyond being model/eval issues; the titles point to unrelated models and failure modes." + }, + { + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Unrelated bugs: FSDP weight dimensionality error vs Qwen3.5 embedding unpacking failure." + "reason": "Different model families and different failure surfaces: image dtype mismatch vs embedding unpacking in trainer code." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both touch custom-model loading, but one is a trust_remote_code cache-path collision and the other loads the wrong custom module after save_pretrained; different bugs." + "reason": "Both touch `trust_remote_code`/custom loading, but one is a cache-path collision and the other is wrong-module loading after save; not the same concrete bug from the available evidence." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization regression vs flash-attn2 fallback gating; no shared underlying defect." + "reason": "Different areas entirely: notebook custom-model initialization vs flash-attn2 fallback gating." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a broader translation-model v5 tied-weights issue." + "reason": "Both mention tied weights, but `43404` is a model-specific `lm_head` tying bug while `45005` is a broader v5 translation-model report; not clearly one underlying change." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "Completely different models and failures: gpt-oss perplexity vs GLM5." + "reason": "Unrelated: Qwen3MoE FP8 failure versus flash-attn2 fallback behavior." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is not the same as the v5 tied-weights regression." + "reason": "Different subsystems and symptoms: cache/attention backend crash vs tied-weights regression." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "Qwen2/3 Moe FP8 config failure is unrelated to flash-attn2 fallback checks." + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." }, { - "left": "issue:43873", + "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different issue from tied-weights handling." + "reason": "Checkpoint loading for NemotronH is unrelated to the tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer algorithm discussion and a removed-docs command mention are unrelated." - }, - { - "left": "issue:44863", - "right": "issue:45005", - "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied-weights regressions are different bugs." + "reason": "Completely different issues: DSA indexer behavior vs outdated docs mentioning a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking under trl is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Different failures on different models: Qwen3.5 embedding unpacking vs GraniteMoEHybrid method call error." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs about the removed run command." + "reason": "A typo in cache strategy docs is unrelated to removing the old `transformers` run command from docs." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and failures: DeepSeek detokenization vs Qwen-3 NVFP4 execution error." + "reason": "Different model-specific problems: detokenization bug vs Qwen-3 NVFP4 runtime error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3 NVFP4 execution and GraniteMoEHybrid invalid-method calls do not match." + "reason": "Different models and different failure modes; no sign of a shared underlying bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression: non-persistent buffers are being corrupted/filled with junk during loading/initialization." + "reason": "Same underlying v5 regression around non-persistent buffers being incorrectly populated/corrupted during loading or initialization." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc-example errors and SigLIP2 text-embedding degradation are related only at a broad model level, not the same bug." + "reason": "Both are SigLIP2-related, but one is a docs/example error and the other is a model quality/regression report; not the same bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Same broad theme of buffer corruption, but 43644 is a general non-persistent-buffer junk issue while 43950 is specifically about from_pretrained corruption; not enough evidence of one concrete duplicate." + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers v5; `43950` is a more specific loading-path report of the same corruption." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and mechanisms: Phi autocast dtype mismatch vs Qwen3.5 RLHF NaN/SDPA fallback." + "reason": "Different Qwen-related dtype issues with different triggers and symptoms; not clearly the same code-path bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer signature mismatch and Gemma3 ZeRO-3 loading IndexError are unrelated." + "reason": "Both are runtime errors, but one is a custom trainer signature mismatch and the other is a DeepSpeed ZeRO-3 loading failure." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve bad tensor/buffer initialization, but 45902 is a specific rotary-embedding uninitialized-memory bug after to_empty(cuda), not the same from_pretrained buffer-corruption regression." + "reason": "Both mention buffer initialization problems, but one is a from_pretrained regression and the other is a model-specific `to_empty(cuda)` materialization issue." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/storage incompatibilities with different error signatures." + "reason": "Different low-level quantization incompatibilities: bitsandbytes constructor args vs missing Float8 storage support." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and noisy load logging are unrelated." + "reason": "A corrupted checkpoint and a noisy-loading issue are not the same underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model-quality regression vs tokenization changes; different symptoms and likely different layers of the stack." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related quality complaints, but one is zero probabilities and the other is degraded text embeddings; no concrete same bug." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is worse text embeddings; not enough evidence of one root cause." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error message for Voxtral and missing all_tied_weights_keys in MolmoForCausalLM are unrelated." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "SigLIP2 text-embedding quality and tokenization changes across versions are different issues." + "reason": "Tokenizer error message for Voxtral is unrelated to a missing `all_tied_weights_keys` attribute in Molmo." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3_5Moe rotary embedding memory initialization are unrelated." + "reason": "Different models and different root causes: Gemma4 FSDP2 cache rebuild bug vs Qwen3_5Moe rotary embedding materialization bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5-related, but one is Flash Attention/position_ids packing and the other is CPU offload incompatibility in rotary embedding." + "reason": "Both concern Qwen3.5, but one is Flash Attention sequence handling and the other is CPU-offload compatibility for rotary embeddings." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and int4 quantization OOM are different training/memory problems." + "reason": "Different training/memory regressions: LoRA checkpointing effectiveness vs int4 quantization reserved-memory growth." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate family is the non-persistent-buffer corruption regression around 43950/44534, and the remaining soft-edge rejections do not overclaim equivalence from title-level similarity alone. No PR mergeability concerns apply because there are no PRs in the set." + "feedback": "The summary is grounded in the packet and stays conservative. The 43950/43644/44534 family is the only clearly supported duplicate set, and the other soft-edge rejections do not overclaim overlap beyond the evidence shown." }, "evaluator_used": true, "retried": false, @@ -1341,8 +1311,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:36331", + "issue:41093", "issue:41553", "issue:41762", "issue:42491", @@ -1375,16 +1347,15 @@ "issue:44488", "issue:44509", "issue:44661", - "issue:44928", "issue:44960", "issue:44991", "issue:45020", "issue:45081", + "issue:45305", "issue:45313", "issue:45356", "issue:45399", "issue:45520", - "issue:45588", "issue:45685", "issue:45715", "issue:45823", @@ -1392,14 +1363,15 @@ "issue:46315" ], "soft_pairs": [ + "issue:43054|issue:43493", "issue:44403|issue:44451", "issue:41553|issue:43881", "issue:43975|issue:45520", - "issue:43054|issue:43493", - "issue:42947|issue:43856", "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:42491|issue:44368", "issue:44991|issue:45399", @@ -1407,218 +1379,248 @@ "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:45715|issue:46315", "issue:43828|issue:45823", + "issue:45715|issue:46315", "issue:45081|issue:45399", - "issue:43782|issue:44960", "issue:45020|issue:45356", "issue:43742|issue:45399", "issue:43404|issue:43950", "issue:43827|issue:44509", - "issue:43792|issue:44220", - "issue:43872|issue:44291", "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:43792|issue:44220", "issue:42915|issue:43872", + "issue:43257|issue:45305", "issue:42947|issue:45923", "issue:43940|issue:45313", - "issue:44928|issue:45588" + "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "25fb25541cad9ac6b726d0d6705958ddf5a05a053f354f636548be8cad405201", + "prepared_review_unit_hash": "ab9e0d25b27a1fc7f4dd82683c0f986de3416b4c549caa0c5012a3f7fd9812b1", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36356, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair looks like a true duplicate: the v5 docs regression about removed pipeline tasks. The rest are similar at a high level (loading, tokenizer, ZeRO-3, MoE, etc.) but describe different model paths or different failure modes.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44509 is the most complete statement of the docs regression, explicitly naming the removed v5 pipeline tasks and matching issue 43827.", + "summary": "The set is mostly a grab-bag of distinct transformer issues, with only a handful of true duplicate-style overlaps: docs on removed pipeline tasks, SigLIP2 implementation mismatch, `_is_hf_initialized`/`init_empty_weights` incompatibility, Whisper fbank extraction, and a Qwen3 ZeRO-3 weight-loading regression.", + "confidence": 0.69, + "canonical_issue_reason": "44291 is the clearest, most specific root-cause report in the set for the `_is_hf_initialized` / `init_empty_weights` regression, and it has a near-identical companion in 43872.", "canonical_pr_reason": null, - "best_issue_reason": "44509 is the clearest actionable issue in the set and the only confirmed duplicate target; it best represents the actual underlying docs bug.", + "best_issue_reason": "44291 is the best issue anchor because it describes a concrete code-path incompatibility, is actionable, and cleanly represents one of the few genuine duplicate families here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy versus the original/JAX behavior; one is the user-facing symptom, the other is the broader mismatch report." + }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; different symptoms and likely different fixes." + "reason": "One is about noisy loading warnings, the other is a hard model-loading failure for a specific checkpoint; too different to be the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failure modes; only the broad theme of loading errors overlaps." + "reason": "Different models and different failure modes; these are not the same underlying issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import KeyError; unrelated code paths." + "reason": "Tokenizer detokenization corruption and a flash-attn import-key error are unrelated code paths." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Both involve SigLIP2, but one reports lower embedding quality and the other a HF-vs-JAX implementation discrepancy; not the same concrete bug." + "reason": "Both concern loading, but one is warning noise and the other is a model-specific load failure; not a duplicate." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to Qwen3 MoE training memory usage." - }, - { - "left": "issue:44403", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading-related, but one is about noisy messages and the other is a specific tokenizer/model load failure." + "reason": "PEFT gradient-checkpointing behavior and Qwen3 MoE memory usage are distinct problems." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Specific missing fields with trust_remote_code is not the same issue as the broader remote_code regression." + "reason": "Both mention `remote_code`, but one is an AutoConfig field-loss bug and the other is a broader model-loading regression; not clearly the same concrete defect." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and different config/load failures; not the same underlying bug." + "reason": "Different model families and different DeepSpeed/FP8 failures; no evidence of a shared root cause." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading and GLM5 are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int issue is unrelated to Gemma4 device placement mismatch." + "reason": "MPS histogram/int typing and Gemma4 PLE device placement are different issues." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility across hf4.x/hf5.x is not the same as a tie_word_embeddings warning." + "reason": "A Qwen3 MoE LoRA compatibility regression is not the same as a tie-word-embeddings warning." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing import for a model class vs bitsandbytes init keyword incompatibility; different failures." + "reason": "Importing a missing model class and the `_is_hf_initialized` bitsandbytes/init_empty_weights incompatibility are different bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM4v load failure and Molmo tied-weights attribute error are unrelated." + "reason": "Two model-loading failures, but for different models and different missing attributes." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code breakage is unrelated to a Gemma4 device_map forward mismatch." + "reason": "Remote-code loading regressions and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping logic for add-new-model-like is a different bug from the broader remote_code regression." + "reason": "A tokenizer-mapping bug and a remote_code regression do not share the same underlying failure." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different APIs and do not show the same root cause." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Autocast dtype mismatch and PLE device mismatch are different runtime errors." + "reason": "Both are tokenizer performance regressions, but they affect different APIs and have different causes." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash in tokenizer loading is unrelated to flash-attn fallback blocking." + "reason": "Mistral tokenizer regex patching and flash-attn fallback logic are separate code paths." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific bugs." + "reason": "Remote_code breakage and Kimi-K2.5 codec/tokenizer regression are not the same bug." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43742", + "right": "issue:45399", "accept": false, - "reason": "Whisper cannot run is too broad to treat as the same concrete _torch_extract_fbank_features() bug without stronger evidence." + "reason": "A model-specific loading key error is unrelated to flash-attn fallback gating." }, { - "left": "issue:43872", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Both mention unexpected kwargs during loading, but the affected classes and arguments differ and the code paths are not clearly the same." + "reason": "Untied lm_head weights and non-persistent buffer corruption are different state-management bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: pipeline tasks removed in v5 are still referenced in documentation." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and an Ovis2 corrupted checkpoint are unrelated." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and an Ovis2 checkpoint corruption report are not the same issue." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These are the same `_is_hf_initialized` / `init_empty_weights` incompatibility, just reported from slightly different entry points." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same Whisper fbank feature-extraction failure path." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "FP8 config failure and bitsandbytes init incompatibility are distinct issues." + "reason": "Qwen3 MoE FP8 failure and `_is_hf_initialized` bitsandbytes incompatibility are unrelated." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "LoRA gradient checkpointing not taking effect is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Weight-conversion/loading problems and gradient averaging with GAS are different defects." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "General PEFT checkpointing concerns and a missing trust-remote-code flag are not the same bug." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 load failures on Qwen3-family models, but the titles point to different model variants and different missing-weight symptoms; not enough to merge as one bug." + "accept": true, + "reason": "Both describe DeepSpeed ZeRO-3 failing to load Qwen3-family weights with missing parameters, pointing to the same loader bug." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:43950", + "right": "issue:43404", "accept": false, - "reason": "RLHF NaNs from position_ids/SDPA fallback and a flash_attention s_aux AttributeError are unrelated failures." + "reason": "These involve different regressions in model state handling and do not share a concrete failure path." }, { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Both describe the same v5 docs regression: pipeline task references that should have been removed." + "left": "issue:43975", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models; no clear same-root-cause evidence." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair is the docs regression between 43827 and 44509, which is supported by the titles and the deterministic accept flag. The other verdicts appropriately avoid merging superficially similar issues that appear to involve different models or failure modes." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are plausibly same-bug overlaps, and the rejected pairs avoid over-merging distinct failure modes. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1637,18 +1639,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:24643", "issue:30064", "issue:36010", - "issue:36331", "issue:38175", + "issue:39692", "issue:41093", "issue:41553", "issue:42617", "issue:42915", - "issue:43257", "issue:43317", "issue:43366", "issue:43531", @@ -1677,11 +1678,12 @@ "issue:44877", "issue:44910", "issue:44918", + "issue:44928", "issue:44991", "issue:45030", - "issue:45305", "issue:45325", "issue:45584", + "issue:45588", "issue:45663", "issue:45685", "issue:45823", @@ -1690,8 +1692,7 @@ ], "soft_pairs": [ "issue:43854|issue:44863", - "issue:36331|issue:41093", - "issue:43257|issue:45305", + "issue:44928|issue:45588", "issue:41553|issue:44991", "issue:41093|issue:44805", "issue:44479|issue:44560", @@ -1701,260 +1702,255 @@ "issue:45325|issue:45902", "issue:43366|issue:43828", "issue:45663|issue:45823", + "issue:44155|issue:45584", "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", - "issue:43645|issue:43646", "issue:44560|issue:45685", - "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43645|issue:43646", "issue:42915|issue:43957", + "issue:43366|issue:44589", "issue:44560|issue:44918", - "issue:43824|issue:43957", "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:44661|issue:45823", + "issue:44560|issue:44805", "issue:43632|issue:45834", "issue:38175|issue:43994", - "issue:44560|issue:44805", - "issue:44155|issue:45584", "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", - "issue:43317|issue:44756" + "issue:43317|issue:44756", + "issue:38175|issue:39692" ], - "prepared_review_unit_hash": "20925b8a4c9ac9c36bcb9e71fa331e4307618724a63ea4db1a1e51258d4d4dd2", + "prepared_review_unit_hash": "fceb8edadcce7ef8e64f4cc6b55e33caa668069718796202b0957171b4eeb354", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37673, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "serialized_chars": 37721, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is an overbroad, heterogeneous cluster: most items are unrelated regression reports across loading, training, multimodal, and model-specific paths. I only see two true duplicate pairs here: the Transformers 5 custom model initialization reports, and the SigLIP2 bad-output reports.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43646 is the broadest, clearest report in the custom-model-initialization subcluster; issue:43645 is a narrower notebook-specific variant of the same regression.", + "summary": "Mostly a loose cluster of Transformers regression reports across unrelated models and subsystems. A couple of pairs look like true duplicates on the same concrete bug signature, but most soft links are only topical similarity.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the shared Transformers 5 custom-model initialization regression; issue:43645 reads like a notebook-specific variant of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue overall because it describes the underlying custom-model initialization regression in the most general, reusable way.", + "best_issue_reason": "issue:43646 is the best representative because it states the core regression most generally and can subsume the more specific notebook reproduction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different models; no evidence of the same bug." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Trainer kwarg mismatch vs tensor-mask shape mismatch; unrelated code paths." + "reason": "Both are model-loading failures, but they involve different models and likely different code paths (GLM-4.7-Flash vs NemotronH)." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Both involve Qwen/DeepSpeed, but one is MoE weight conversion and the other is gradient averaging; not the same bug." + "reason": "Different failures in flash-attention integration: one is a 3D position_ids/SDPA math issue, the other is an s_aux=None crash for sink-less models." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but they report different models and different failure modes." + "reason": "Both concern tokenizer loading, but the models and failure modes differ; one is a bad error message, the other is an actual loading failure." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Similar error shape, but different reports/models and not enough evidence of one root cause." + "accept": true, + "reason": "These look like the same mask/tensor shape mismatch error signature, likely the same underlying off-by-one or indexing bug reported twice." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video/Qwen regressions, but the concrete failures differ (video input regression vs StopIteration in embedding/video loading)." + "reason": "Both involve Qwen video paths, but the reported bugs are different enough to treat separately." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different subsystems and symptoms: cache/group-type crash vs model checkpoint loading failure." + "reason": "Qwen3.5 PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Same broad area (tokenizer/model loading) but different models and distinct errors." + "reason": "Different models and different symptoms; a Voxtral tokenizer message issue is not the same as sleng-bert loading failure." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training error vs image processor segmentation-map bug; unrelated." + "reason": "Completely different subsystems: DeepSpeed training weight-shape error vs image processor segmentation-map handling." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position handling, but they affect different models and different bugs." + "reason": "Different Qwen families and different bugs: rope index scaling vs uninitialized memory after meta materialization." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support request vs autocast dtype mismatch; unrelated." + "reason": "Unrelated issues: GGUF architecture support vs Phi-tiny-MoE dtype mismatch under autocast." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is an FSDP2 attention KeyError and the other is a device mismatch in PLE." + "reason": "Same model family, but different concrete failures: FSDP2 shared_kv_states logic vs device_map auto device placement." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are distinct bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF versus sliding_window regression; no shared concrete bug." + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer regression vs long OCR index error; unrelated." + "reason": "A from_pretrained buffer regression is not the same as Kosmos2.5 OCR long-input indexing." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and different crash mechanisms; not the same underlying bug." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is just the notebook-specific manifestation." + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs Flash Attention 3D position_ids handling on Qwen3.5." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video generation StopIteration vs MPS histogram not implemented for Int; unrelated." + "reason": "Qwen video StopIteration and an MPS histogram Int limitation are unrelated." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; unrelated." + "reason": "Missing import for a specific class is not the same as meta-device loading breakage." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Near-duplicate titles describing the same Transformers 5 custom model initialization regression; the notebook report is a narrower reproduction." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8 MoE failure vs meta-device loading regression; different code paths." + "reason": "FineGrainedFP8Config failure on Qwen3Moe and meta-device loading breakage are separate issues." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Both involve Qwen3.5, but one is video inference and the other is TRL embedding unpacking; not duplicates." + "reason": "GGUF support and Float8 storage lookup failure do not share the same bug." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Import error for a missing class vs meta-device loading regression; unrelated." + "reason": "Both are Qwen video/embedding related, but the concrete failures differ and are not clearly the same underlying bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel run failure vs GGUF model support request; unrelated." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import issue vs Qwen3MoE FP8 issue; different failures." + "reason": "GenerationMixin import failure and FineGrainedFP8Config failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping/model-like command issue vs Gemma4 device mismatch; unrelated." + "reason": "Tokenizer-mapping registration issue and Gemma4 PLE device mismatch are different problems." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video-input StopIteration and mask/tensor shape mismatch are unrelated error paths." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression vs Kosmos2.5 long-input index error; unrelated." + "reason": "A Transformers 5 flag regression is not the same as a Kosmos2.5 OCR indexing bug." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 checkpoint producing bad inference outputs; the two reports differ in wording but point to the same model behavior regression." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Different Qwen3.5 video bug vs generic mask/tensor shape error; not the same issue." - }, - { - "left": "issue:44155", - "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batch leakage vs Whisper empty-transcription failure; unrelated." + "reason": "Same model family and both mention bad outputs, but the reports are too different to confidently treat as one bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Config loading strictness issue vs config validation change for a tiny-random model; distinct bugs." + "reason": "Strict config validation for granite_speech and tiny-random glm4v config validation are different problems." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed Zero3/Bert index error vs tokenizer-mapping add-new-model-like failure; unrelated." + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: Zero3 init index error vs tokenizer-mapping issue." + "reason": "Same as above: ZeRO-3/BertModel index error is not the same as the tokenizer-mapping registration issue." }, { - "left": "issue:44661", - "right": "issue:44805", + "left": "issue:43317", + "right": "issue:44756", "accept": false, - "reason": "Tokenizer mapping bug vs mask/tensor index mismatch; no shared root cause." + "reason": "device_map auto offload loading failure and Strix Halo mmap/OOM mitigation are not the same bug." }, { - "left": "issue:43317", - "right": "issue:44756", + "left": "issue:38175", + "right": "issue:39692", "accept": false, - "reason": "Both are memory/offload-related, but one is a device_map dequantized-load failure and the other is a Strix Halo mmap OOM mitigation request." + "reason": "Both are SigLIP2-related, but one is wrong outputs while the other is a docs-example model/processor mismatch plus quantization failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the custom-model initialization pair (43645/43646) is clearly the same regression with one notebook-specific report, and the SigLIP2 pair (38175/43994) is a plausible duplicate at the level supported by the titles. The remaining soft-edge verdicts stay conservative, generally distinguishing different models, subsystems, or failure modes without overclaiming. " + "feedback": "Grounded and conservative overall. The two accepted soft pairs are plausible near-duplicates from the titles alone: 41093/44805 share the same mask-vs-indexed-tensor shape mismatch signature, and 43645/43646 are clearly the notebook-specific vs general custom-model initialization regression. The remaining links are appropriately rejected as only topical similarity, and the summary does not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -1973,10 +1969,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:36010", - "issue:38175", "issue:39404", "issue:39692", "issue:41720", @@ -1998,6 +1993,7 @@ "issue:43957", "issue:43994", "issue:44075", + "issue:44155", "issue:44164", "issue:44291", "issue:44387", @@ -2019,274 +2015,273 @@ "issue:45406", "issue:45488", "issue:45588", - "issue:45663", "issue:45704", - "issue:45759", - "issue:45812" + "issue:45812", + "issue:46050" ], "soft_pairs": [ - "issue:38175|issue:39692", + "issue:43644|issue:44534", "issue:42491|issue:43720", - "issue:44960|issue:44977", "issue:41720|issue:42915", + "issue:44960|issue:44977", "issue:45313|issue:45357", "issue:44451|issue:44488", + "issue:42915|issue:44756", "issue:42491|issue:45276", "issue:43708|issue:44075", - "issue:43644|issue:44534", - "issue:42915|issue:44756", "issue:39692|issue:43994", + "issue:43644|issue:43645", "issue:43854|issue:43931", "issue:45488|issue:45812", + "issue:44488|issue:44991", "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:43931", "issue:43856|issue:44387", - "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:44960|issue:46050", "issue:42491|issue:45292", "issue:44910|issue:45588", - "issue:44488|issue:44991", "issue:44164|issue:44291", - "issue:45362|issue:45406", "issue:45276|issue:45335", "issue:43404|issue:43454", + "issue:41720|issue:44155", "issue:39692|issue:44960", "issue:43425|issue:43957", "issue:42947|issue:45704", "issue:36010|issue:39404", "issue:44402|issue:44488", - "issue:45663|issue:45759", "issue:43873|issue:44387" ], - "prepared_review_unit_hash": "425b4e697c8085d452546d33062b60f01d5aed5ede854620875dd69fcb2013b5", + "prepared_review_unit_hash": "e0ef4e89e3bd787d2e8ba0ba51bc4e7babb6db4bc2529ec69eb2fcd1e2def8a1", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37340, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers regressions. issue:43644 is the clearest canonical case and issue:44534 is a safe duplicate of it. The resize_token_embeddings reports in issue:45276 and issue:45335 look related by symptom, but the evidence only shows similar behavior across different model families/embedding paths, so they should be treated as related regressions rather than a confident duplicate pair.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43644 is the strongest canonical issue: it describes the bug most clearly, has follow-on references, and is directly duplicated by issue:44534.", + "summary": "Mostly a heterogeneous cluster with a few real duplicate subclusters. The strongest true duplicates are around Transformers v5 regressions: non-persistent buffers filled with junk, resize_token_embeddings not propagating to output embeddings, and lm_head weight tying failures in multimodal models.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43644 is the clearest anchor for one true duplicate subcluster: it directly matches 44534\u2019s report of v5 filling non-persistent buffers with junk.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative of the cluster because it is the most concrete, mergeable regression and anchors the one clear duplicate pair.", + "best_issue_reason": "If one issue must represent the cluster, 43644 is the best anchor because it is specific, reproducible, and has the strongest direct duplicate match in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "Same model family, but one is a zero-probability symptom and the other is a docs/example mismatch plus quantization failure; not the same underlying bug." + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 regression about non-persistent buffers being initialized with junk." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different models and failure modes: LoRA/Qwen3 MoE compatibility vs BitNet packed-weight loading." + "reason": "Different bugs and different code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "Both are flash-attention related, but the reported crashes and root causes are model-specific and not the same bug." + "reason": "Both involve Qwen3-family models, but the failures are different: auto device mapping CUDA assert vs FineGrainedFP8 config." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Different Qwen3 issues: CUDA assert during auto device mapping vs FineGrainedFP8Config failure." + "reason": "Different model families and symptoms: GLM5 issue vs Qwen3.5 flash-attn generation issue." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both touch Qwen3.5, but one is ZeRO-3 loading and the other is incorrect save_pretrained visual encoder keys." + "reason": "Different regressions: DeepSpeed ZeRO-3 weight loading vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they are different repositories/models and no shared concrete bug is evident." + "reason": "Both are model-loading failures, but they concern different checkpoints and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 failure vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Unrelated problems: Qwen3 MoE LoRA compatibility vs Gemma4 token embedding resize propagation." + "reason": "Different model-specific bugs; no shared concrete failure mode." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math and optimizer argument handling are separate code paths." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical regression: Transformers v5 fills non-persistent buffers with junk; the titles describe the same bug and a single fix could cover both." + "reason": "Trainer checkpoint-resume math bug is unrelated to optimizer args not being used." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated performance/loading issues." + "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is incorrect outputs in AutoModel/pipeline; not clearly the same bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Same SigLIP2 family, but one is a broken example and the other is nonsensical inference output; not enough evidence of one underlying bug." + "reason": "Related to Transformers 5 initialization, but one is a buffer corruption regression and the other is notebook custom-model initialization." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures with different symptoms and targets." + "reason": "Different model-loading failures for different architectures; no evidence of a shared bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and code paths (LlamaTokenizer vs AutoTokenizer/Granite)." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but they target different checkpoints and the reports don\u2019t indicate a single shared code-path bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight-conversion issue and GLM-4.7 Flash unit-test loading issue are unrelated." + "reason": "Different issues: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training memory usage vs quantized offloading behavior are different bugs." + "reason": "Training memory usage regression is not the same as quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA/hf4.x-to-hf5.x compatibility and a Qwen3-VL shape mismatch are distinct loading problems." + "reason": "Different models and symptoms; no clear shared root cause." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different root causes: MoE training memory usage vs increased CUDA reserved memory under int4 quantization." + "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 CUDA reserved-memory/OOM regression." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 processor attribute error are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Both are v5 regressions, but non-persistent buffer junk and Jupyter custom-model initialization are unrelated." + "reason": "GLM5 loading issue is not the same as sinq quantization save/load corruption." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Different bug classes: Qwen3 LoRA compatibility vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is illegal memory access from 3D position_ids and the other is an AttributeError on s_aux=None." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are model loading failures, but they concern different model families and no shared concrete code-path bug is shown." + "reason": "Flash-attention crash on Qwen3.5 due to position_ids handling is unrelated to sink-less model auxiliary-state handling." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/loading extra_state and init_empty_weights argument handling are separate serialization issues." - }, - { - "left": "issue:45362", - "right": "issue:45406", - "accept": false, - "reason": "Different model families and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + "reason": "Saving/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument mismatch are different regressions." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "They share the same API symptom, but the evidence only shows similar resize_token_embeddings behavior in different model families/embedding paths, so this looks related rather than a clear duplicate." + "accept": true, + "reason": "Same underlying bug class: resize_token_embeddings fails to propagate updated weights to downstream embeddings/output embeddings across related model variants." }, { "left": "issue:43404", "right": "issue:43454", + "accept": true, + "reason": "Same core problem: lm_head weights are not tied in multimodal generation models, leading to garbage text generation." + }, + { + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Both mention untied lm_head weights, but they are different model classes and there is not enough evidence they share one exact bug fix." + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 example/documentation problems and GLM5-specific issues are unrelated." + "reason": "Different model families and failure modes; no shared duplicate signal." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility and meta-device loading failures are different problems." + "reason": "Torch version incompatibility and meta-device loading regression are separate issues." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and apex FusedRMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "GenerationMixin import error and Whisper return_language pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different model/tokenizer load failures; only a broad 'cannot load model' symptom overlaps." - }, - { - "left": "issue:45663", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal models, but one is an FSDP2 attention state bug and the other is config unwrapping for from_config." + "reason": "Tokenizer vocab-size mismatch on one model is not the same as another model\u2019s loading failure." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and int4 CUDA reserved-memory growth are related only at a very high level, not the same bug." + "reason": "Quantization offloading behavior is not the same as increased CUDA reserved memory under int4 quantization." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical/best issue choice around issue:43644 is well grounded, and the 43644\u219444534 duplicate verdict looks safe. However, the summary and soft-edge call on issue:45276\u219445335 are a bit too strong for the packet: the evidence shown is only a high title similarity and a shared API symptom across different model families/targets. That reads more like a plausible related regression than a clear duplicate pair, so I\u2019d want the wording softened rather than calling it a second clear duplicate. The rest of the negative verdicts are conservative enough." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate subclusters are well-supported by the issue titles alone: 43644/44534, 45276/45335, and 43404/43454. The rejected pairs are also phrased cautiously and do not overclaim shared root causes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2302,10 +2297,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:39404", - "issue:41720", "issue:42947", "issue:43257", "issue:43335", @@ -2322,6 +2316,7 @@ "issue:43957", "issue:44155", "issue:44164", + "issue:44265", "issue:44291", "issue:44292", "issue:44387", @@ -2334,9 +2329,9 @@ "issue:44756", "issue:44863", "issue:44877", + "issue:44898", "issue:44912", "issue:44928", - "issue:44960", "issue:45084", "issue:45216", "issue:45276", @@ -2347,30 +2342,29 @@ "issue:45684", "issue:45698", "issue:45701", + "issue:45759", "issue:45812", "issue:45823", "issue:45859", - "issue:46050", "issue:46315" ], "soft_pairs": [ + "issue:45663|issue:45759", + "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44155|issue:45823", - "issue:44291|issue:44756", "issue:44292|issue:44912", - "issue:44960|issue:46050", - "issue:43335|issue:45663", "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:43957|issue:44756", "issue:42947|issue:43381", "issue:45276|issue:45292", "issue:43854|issue:45216", - "issue:43381|issue:44928", "issue:44164|issue:44756", + "issue:43381|issue:44928", "issue:45684|issue:45698", "issue:45588|issue:45663", - "issue:41720|issue:44155", "issue:44479|issue:44877", - "issue:43957|issue:44756", "issue:43646|issue:43708", "issue:45812|issue:46315", "issue:43645|issue:44164", @@ -2378,248 +2372,256 @@ "issue:43828|issue:43957", "issue:44402|issue:44451", "issue:43425|issue:43828", - "issue:44589|issue:44756", "issue:43257|issue:44863", - "issue:44683|issue:45823", + "issue:44589|issue:44756", "issue:39404|issue:45701", + "issue:44683|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:45823", "issue:44530|issue:45084", "issue:43425|issue:43716", - "issue:43906|issue:44530" + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898" ], - "prepared_review_unit_hash": "efa831b3a717936196e02d15105896fbdce2f1003b9d00a961e37eb34c76204f", + "prepared_review_unit_hash": "5e4254ef4d32b95d1719a5542c348bbd612115c18d7e34679f57fa73de31ff15", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37556, - "estimated_input_tokens": 9389, - "estimated_eval_tokens": 19034 + "soft_pair_count": 34, + "serialized_chars": 38039, + "estimated_input_tokens": 9510, + "estimated_eval_tokens": 19276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated single-issue regressions. The only clear duplicate-like cluster is the resize_token_embeddings regression across 45276/45292/45335; the rest differ by model, code path, or symptom too much to merge.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45292 is the broadest and most central formulation of the resize_token_embeddings bug; it captures the shared failure mode without model-specific narrowing, making it the best hub for the duplicate cluster with 45276 and 45335.", + "summary": "This is mostly a heterogeneous set of unrelated Transformers bug reports. The only clear duplicate families are the resize_token_embeddings regressions; most other soft pairs are just broad thematic overlaps, not the same underlying defect.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45698 is the best representative of the largest visible subtheme (custom model save/load regressions around save_pretrained/from_pretrained) and is still open with substantial discussion, but the overall cluster is not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best overall issue candidate because it describes the shared core regression in the most generic way and is the cleanest representative of the only accepted duplicate cluster.", + "best_issue_reason": "45698 is the most active and broadly representative issue in this set, so it is the best anchor if one issue must be chosen; however, it should not be treated as a duplicate hub for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", - "right": "issue:45859", + "right": "issue:45759", "accept": false, - "reason": "Different models and different failures: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + "reason": "Both are model-loading/architectural regressions, but they hit different code paths and different failures." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Different subsystems and symptoms: AudioFlamingo3 batched inference leak vs Gemma4 PLE device mismatch under device_map=auto." + "reason": "Unexpected _is_hf_initialized on init_empty_weights is unrelated to mmap/OOM behavior." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Gemma/Qwen subsystems and different failure modes; only a loose family resemblance." + }, + { + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "One is an init_empty_weights argument regression; the other is an mmap/OOM platform issue. No shared code-path." + "reason": "Batched inference token/embedding leakage is unrelated to Gemma4 device placement." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both involve model loading/quantization, but the affected models and failure modes differ too much to be the same bug." + "reason": "Both mention quantization/model loading, but they are different models and different bugs." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Unrelated model-specific GLM5 topic versus a generic sinq save_pretrained/from_pretrained regression." + "reason": "Int4 CUDA reserved-memory OOM is not the same as disabling mmap on Strix Halo." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Sparse-layer creation bug is unrelated to Gemma4 FSDP shared_kv_states behavior." }, { - "left": "issue:44387", + "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is Strix Halo mmap behavior." + "reason": "Meta-device loading failures are unrelated to Strix Halo mmap/OOM." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective training behavior with PEFT LoRA and the other is an eval-mode prohibition." + "reason": "Both are gradient checkpointing issues, but one is PEFT/LoRA ineffectiveness and the other is eval-mode incompatibility." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying regression: resize_token_embeddings fails to update the model's relevant output/embedding modules; 45276 is a Gemma4-specific manifestation of the generic 45292 bug." + "reason": "Same resize_token_embeddings propagation bug; 45276 is a model-specific manifestation of the generic output_embeddings problem." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash load failure and Qwen3.5 save_pretrained checkpoint regression are different model families and different stages of the pipeline." + "reason": "GLM-4.7 loading failure and Qwen3.5 save_pretrained regression are different bugs." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "No duplicate relation: eval-mode gradient checkpointing restriction is unrelated to Qwen3.5 RLHF NaN/SDPA fallback instability." + "reason": "extra_state save/load handling is unrelated to mmap/OOM behavior." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap/OOM issue." + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from position_ids/SDPA fallback." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save_pretrained/from_pretrained and custom models, but one is about read-only file permissions while the other is about loading the wrong custom module." + "reason": "Both involve save_pretrained, but permissions propagation and wrong custom module resolution are different defects." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention s_aux=None crash is a different code path from Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "flash_attention s_aux=None crash is unrelated to Gemma4 FSDP shared_kv_states rebuilding." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is unrelated to AudioFlamingo3's batched inference token/embedding leak." + "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Video-input regression in Qwen VL/Qwen3.5 models is not the same as strict granite_speech config loading." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "meta-device loading breakage on some models is a different bug from Strix Halo mmap-induced OOM." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Custom model initialization in Transformers 5.0.0 and Trainer max_steps resume math are unrelated." + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer correctness regression and tokenizer slow-path performance regression are different bugs; same area, not same issue." + "reason": "Tokenizer ID regression and convert_tokens_to_ids slowdown are different tokenizer issues." }, { "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 init and extra_state save/load failures are different bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings regression: 45292 covers output_embeddings generally, while 45335 shows the decoder.embed_tokens manifestation in t5gemma." + "reason": "Same resize_token_embeddings bug affecting tied/output embeddings across model families." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "dtype mismatch under autocast for Phi-tiny-MoE is not the same as meta-device model loading failures." + "reason": "torch.autocast dtype mismatch is not the same as meta-device model loading breakage." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different model-specific loading/tokenizer issues; no evidence they share a single defect." + "reason": "Token vocab-size mismatch and loading failure for ScandiBERT are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are distinct compatibility problems." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." + "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast mismatch are not the same failure." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE loading with accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + "reason": "Qwen3 MOE conversion under accelerate/deepspeed is unrelated to NemotronH checkpoint loading." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated failures." + "reason": "Float8 storage lookup error is unrelated to Strix Halo mmap/OOM." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenizer version-dependent tokenization changes are different areas and symptoms." + "reason": "Whisper return_language pipeline regression is unrelated to tokenizer-version behavior changes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern Transformers 5.0 custom models, but one is base_model_prefix loading and the other is Jupyter notebook initialization; not the same bug." + "reason": "Both are Transformers 5.0 custom-model regressions, but they describe different breakages and code paths." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to Gemma4 device-mapping forward mismatch." + "reason": "Torch version incompatibility is unrelated to Gemma4 device_map forwarding." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache invalid group type and non-template node compilation are separate backend/compiler issues." + "reason": "PagedAttentionCache invalid group type and non-template-node compile error are different issues." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility problems are unrelated to Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of another issue and Qwen3.5 PagedAttentionCache crash are different underlying problems." + "reason": "Isolated reproduction of another issue and Qwen3.5 PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolate_pos_encoding behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the only accepted cluster is the closely related resize_token_embeddings trio (45276/45292/45335), and the other pairwise rejections are justified by clearly different titles, models, or failure modes. No soft-edge verdict appears to overstate the evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The cluster does look mostly heterogeneous, and the only clearly supported duplicate family is the resize_token_embeddings set. The accepted soft pairs are plausible, while the rejected pairs are framed cautiously and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -2638,7 +2640,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:32090", "issue:34567", @@ -2651,6 +2653,7 @@ "issue:43421", "issue:43425", "issue:43452", + "issue:43541", "issue:43582", "issue:43596", "issue:43611", @@ -2665,7 +2668,6 @@ "issue:43994", "issue:44079", "issue:44164", - "issue:44265", "issue:44479", "issue:44488", "issue:44509", @@ -2677,258 +2679,272 @@ "issue:44737", "issue:44756", "issue:44805", - "issue:44898", - "issue:44912", + "issue:44811", "issue:44918", "issue:44987", "issue:44991", "issue:45081", "issue:45084", + "issue:45584", "issue:45759", "issue:45859", "issue:46050", "issue:46326" ], "soft_pairs": [ - "issue:44265|issue:44898", - "issue:39404|issue:44912", - "issue:43901|issue:44509", "issue:44479|issue:44805", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43901|issue:44509", "issue:44589|issue:45084", + "issue:43299|issue:43931", "issue:43425|issue:44918", + "issue:43994|issue:44079", "issue:44164|issue:45759", - "issue:43299|issue:43931", "issue:36032|issue:43452", - "issue:43596|issue:44683", - "issue:43994|issue:44079", - "issue:43856|issue:44756", "issue:44671|issue:44991", + "issue:43596|issue:44683", "issue:44991|issue:45081", - "issue:43906|issue:46326", - "issue:44737|issue:45859", - "issue:44164|issue:44479", + "issue:43856|issue:44756", "issue:39404|issue:44671", - "issue:44488|issue:45081", + "issue:44164|issue:44479", + "issue:44737|issue:45859", "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:32090|issue:39404", "issue:44661|issue:44683", + "issue:44488|issue:44987", "issue:43611|issue:43644", "issue:40990|issue:43421", "issue:43716|issue:45084", - "issue:32090|issue:39404", - "issue:46050|issue:46326", - "issue:44488|issue:44987", + "issue:36032|issue:42915", "issue:43643|issue:44530", "issue:34567|issue:40444", - "issue:36032|issue:42915" + "issue:40444|issue:46326", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:42915|issue:44530" ], - "prepared_review_unit_hash": "48e3576fa983ba319b1101af7201bff61a0853be119a7f4254a066dd78a2e3f9", + "prepared_review_unit_hash": "20a388b88be65f325798b11766685b0ee0fff60eadc2dd8d95627da8093d17b8", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36754, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "soft_pair_count": 32, + "serialized_chars": 37292, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are semantically related by broad Transformers v5 / loading-regression themes, but none of the soft pairs appear to be the same concrete bug or change. I rejected all soft edges and picked a broad v5 model-loading regression as the best representative issue.", - "confidence": 0.21, - "canonical_issue_reason": "issue:43611 is the most representative broad regression here: a concrete Transformers v5 loading breakage affecting model instantiation, which is closer to the cluster\u2019s shared theme than the more specialized reports.", + "summary": "The soft pairs are mostly high-similarity but still describe different bugs/regressions across loading, tokenization, training, and model-specific paths. I do not see any pair that is clearly the same underlying change or defect, so I reject all soft edges. For a representative issue, the broadest and most central is the v5 model-loading regression in issue 43611.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative regression here: a Transformers v5 loading breakage with clear user impact and a concrete code-path focus. It is a better cluster anchor than the more symptom-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the clearest, most general issue among the set and best fits the overall theme of v5 compatibility regressions.", + "best_issue_reason": "Issue 43611 is the strongest overall issue candidate because it is specific enough to be actionable yet broad enough to represent the main v5 loading-regression theme in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Different APIs and failure modes: torch.export/torch_compilable_check vs Perceiver image classification with interpolation." + "reason": "Both are v5-era failures, but one is a video-input regression and the other is a mask/index shape mismatch; different model paths and likely different bugs." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Different models and symptoms: Whisper pipeline return_language regression vs MXFP4 quantization fallback on git-oss-20b." + "reason": "The titles point to different tokenizer/config behaviors: an isolated reproduction of an older issue vs. a mistral_common continue_final_message bug." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline task deprecations and unrelated behavior gaps." + "reason": "One is about save/load breaking quantized models; the other is about tokenizer message continuation logic. Different subsystems and failures." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Unrelated bugs: Qwen video-input regression vs a generic mask shape mismatch IndexError." + "reason": "Docs mismatch for text-classification pipeline behavior is unrelated to removed pipeline task docs." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different code paths and errors: Float8 storage lookup vs template-node compilation failure." + "reason": "Both are TypeErrors, but the underlying causes are unrelated: missing storage type vs. template-node compilation." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3-MoE loading, but one is a dev version loading break and the other is a weight-shape mismatch; not the same defect." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Different problems: Torch 2.10 compatibility vs TRL Qwen3.5 embedding unpacking failure." + "reason": "Torch compatibility is unrelated to the TRL SFT trainer embedding unpacking failure." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Both involve loading/saving, but one is extra_state handling and the other is composite config unwrapping." + "reason": "A SigLIP2 inference/pipeline issue is not the same as a ModelOutput key-assignment bug." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Different Qwen variants and distinct loading failures: FineGrainedFP8Config vs weight-shape mismatch." + "reason": "Both concern save/from_pretrained-style behavior, but extra_state handling and text_config unwrapping are different code paths and symptoms." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Different tokenizer/model-loading bugs with no shared concrete code path." + "reason": "Tokenizer method-name conflict in T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but CamemBERT masked-LM predictions and EMBEDDIA tokenizer loading are distinct bugs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failures: DeepSpeed zero3/Bert index error vs flex_attention compilation on newer torch." + "reason": "DeepSpeed ZeRO-3 init index error and compiled flex_attention torch-version failure are unrelated." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Different subsystems: model/pipeline output quality vs ModelOutput key assignment semantics." + "reason": "Both touch tokenizer loading, but one is a specific model tokenizer load failure and the other is a Mistral regex patch crash; different causes." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM avoidance." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "Different model/tokenizer issues: CamemBERT MLM outputs vs EMBEDDIA/est-roberta tokenizer loading." + "reason": "Memory-usage inefficiency during Qwen3 MoE training is not the same as disabling mmap to avoid OOM on Strix Halo." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Different tokenizer loading failures for different models and different root causes." + "reason": "Whisper return_language pipeline behavior and CamemBERT masked LM predictions are unrelated." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Both mention tokenizer-related behavior, but the concrete bugs and affected flows are different." + "reason": "Save/from_pretrained extra_state handling is a different problem than a v5 video-input regression." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Different models and problems: XLNet CPU placement bug vs Qwen3.5 MoE CPU-offload incompatibility." - }, - { - "left": "issue:44164", - "right": "issue:44479", - "accept": false, - "reason": "Save/load extra_state handling is unrelated to the Qwen video-input regression." + "reason": "XLNet CPU placement in relative positional encoding is unrelated to Qwen3.5 CPU offload compatibility." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Whisper language-return regression and CamemBERT MLM predictions are unrelated." + "reason": "AppleSilicon caching allocator warmup TypeError and _is_hf_initialized flag breakage are different issues." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different loading bugs for different tokenizers/models; no same code-path evidence." + "reason": "A model-load failure for cjvt/sleng-bert is not the same as a Mistral tokenizer regex-patching crash." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Different low-level issues: Apple Silicon warmup TypeError vs HF initialization flag breakage." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different features entirely: tokenizer mapping/model template generation vs flex_attention compilation." + "reason": "Tokenizer mapping-name bug and compiled flex_attention torch-version failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are different loading failures for different models and versions; no shared concrete bug is evident." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but they affect different mechanics: model loading prefix handling vs non-persistent buffer contents." + "reason": "Both are Transformers v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffers; different underlying problems." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Unrelated issues: perplexity regression vs runtime special-token/post-processor update behavior." + "reason": "High perplexity on a model is unrelated to TokenizersBackend not updating its post-processor after special-token changes." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Image preprocessor/model dtype mismatch is unrelated to template-node compilation errors." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Trainer GPU broadcast TypeError has no relation to Whisper pipeline language return." + "reason": "T5 tokenizer initialization conflict and Qwen3MoE FineGrainedFP8Config failure are different model/tokenizer paths." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Quantized save/load corruption and continue_final_message tokenizer behavior are different bugs." + "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache crashing on linear_attention groups." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Different models and failure modes; no shared concrete underlying defect." + "reason": "TrainerState token-count tracking and multi-image IterableDataset finetuning failures are distinct training bugs." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 PagedAttentionCache group-type crashes." + "reason": "Qwen2.5-VL multi-image finetuning and mistral_common continue_final_message are unrelated." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "TrainerState token counter bug and multi-image iterable-dataset finetuning failure are unrelated." + "reason": "Whisper batch_decode skip_special_tokens behavior and Whisper generation after align_special_tokens are related by model family, but they are different regressions and not clearly the same bug." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm torch-dynamo tracing failure is unrelated to template compilation errors." + }, + { + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Qwen3MoE FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are different MoE/runtime issues." } ] }, @@ -2950,10 +2966,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:36032", - "issue:40444", "issue:42175", "issue:42915", "issue:43089", @@ -2965,27 +2980,28 @@ "issue:43452", "issue:43482", "issue:43540", - "issue:43541", + "issue:43632", "issue:43644", "issue:43645", "issue:43646", "issue:43742", + "issue:43746", "issue:43819", "issue:43883", "issue:43994", "issue:44206", "issue:44220", "issue:44265", + "issue:44291", "issue:44403", "issue:44451", "issue:44464", "issue:44466", "issue:44488", - "issue:44530", "issue:44534", "issue:44610", "issue:44683", - "issue:44811", + "issue:44756", "issue:44849", "issue:44987", "issue:44991", @@ -2995,29 +3011,28 @@ "issue:45325", "issue:45357", "issue:45507", - "issue:45584", "issue:45987", "issue:46178", + "issue:46209", "issue:46315", "issue:46326" ], "soft_pairs": [ - "issue:44811|issue:45584", - "issue:42915|issue:44530", - "issue:43541|issue:45084", + "issue:42175|issue:46178", "issue:44451|issue:44987", "issue:43644|issue:43646", + "issue:44206|issue:44220", "issue:44464|issue:45987", "issue:43452|issue:43482", - "issue:44206|issue:44220", "issue:43883|issue:44488", "issue:43317|issue:43482", - "issue:44849|issue:45325", "issue:36032|issue:43645", + "issue:44849|issue:45325", "issue:45084|issue:45507", - "issue:42175|issue:46178", - "issue:43262|issue:43377", "issue:44987|issue:44991", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", "issue:43646|issue:44534", "issue:43089|issue:45987", "issue:43404|issue:44466", @@ -3027,225 +3042,259 @@ "issue:43883|issue:44991", "issue:42915|issue:45084", "issue:43377|issue:43819", - "issue:43645|issue:44534", "issue:44265|issue:44610", "issue:44991|issue:46315", "issue:44451|issue:45081", "issue:44987|issue:45081", + "issue:42915|issue:44291", "issue:45216|issue:45357", "issue:44220|issue:44683", - "issue:40444|issue:46326", - "issue:36032|issue:43742" + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:46209|issue:46326" ], - "prepared_review_unit_hash": "b80d835b49d00dce39d9e7d93457e2a18a315c5c01a76ce3f17cbf600075ce6c", + "prepared_review_unit_hash": "a47bd5917b275dc9271cdd7f75330f7cc2ac95bd2a82ec57ff0d4262beac5802", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37943, - "estimated_input_tokens": 9486, - "estimated_eval_tokens": 19228 + "serialized_chars": 37918, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers regressions (tokenizers, model loading, generation, audio, vision, export, serialization). The soft-similarity pairs are mostly superficial and do not look like the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest regression in the set and the closest anchor for the custom-model initialization / v5 breakage subtheme, even though the cluster as a whole is not a duplicate set.", + "summary": "Most pairs are related only at the subsystem level, not the same concrete bug. The only clear duplicate-looking pair is the Qwen3.5 save_pretrained regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the clearest canonical issue: it reports the broader Qwen3.5 save_pretrained regression, and issue:45357 is a later follow-up describing the same incorrect visual-encoder key serialization behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44991 is a concrete, reproducible tokenizer-loading regression with a clear version scope, making it the strongest standalone representative among these mixed issues.", + "best_issue_reason": "issue:45216 is the best representative issue here because it states the regression crisply, has clear repro scope, and subsumes the later 45357 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both touch Whisper/token handling, but one is about batch_decode skip_special_tokens and the other about empty transcription after align_special_tokens; different failures." - }, - { - "left": "issue:42915", - "right": "issue:44530", - "accept": false, - "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache group-type handling on Qwen3.5." - }, - { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to Jinja/template compilation failure." + "reason": "Both are TensorFlow/backend related, but one is missing TF backend in extras and the other is an unknown backend mapping for tensorflow_text; different failures." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading regressions, but they involve different models and likely different root causes." + "reason": "Both are model-loading regressions, but for different models and likely different code paths/root causes." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." + "reason": "Related to transformers v5/custom model init, but one is about non-persistent buffer junk and the other about custom model initialization/Jupyter breakage." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but they target different functions and crash modes." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward is a different code path from StaticCache.get_seq_length() returning the wrong type." + "reason": "Chunked generation inconsistency and StaticCache sequence-length contract are different bugs." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "One is gguf_file support breaking tokenizer/model loading; the other is Qwen2.5-GGUF loading failure in v5. Different concrete issues." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both are audio feature-extraction issues, but one is unsupported center arg in LasrFeatureExtractor and the other is a _torch_extract_fbank_features problem." + "reason": "Both mention GGUF loading, but one is a gguf_file API break and the other is a model-specific transformers v5 failure." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different model-loading regressions: missing all_tied_weights_keys on Molmo vs failing to load cjvt/sleng-bert." + "reason": "Missing all_tied_weights_keys for Molmo is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload dequantized-model loading is unrelated to Qwen2.5-GGUF loading failure." + "reason": "Dequantized device_map offload failure is unrelated to Qwen2.5-GGUF loading." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Qwen3.5 output_hidden_states regression and Qwen2.5-VL rope-index scaling are distinct model behaviors." + "reason": "Tokenizer method conflict and custom-model notebook initialization are different issues." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to notebook custom-model initialization breakage." + "reason": "Different Qwen model families and different bugs: hidden-states output vs rope index scaling." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method call are different bugs." + "reason": "Different failures: template-node compilation versus GraniteMoEHybrid calling an invalid method." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but one is a model load failure and the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Backend packaging/install issue for TensorFlow is not the same as a backend-mapping error for tensorflow_text." + "reason": "Different areas: PEFT/local checkpoint loading versus mistral_common continue_final_message handling." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate default mismatch is unrelated to MIMI encoder padding-mask batching behavior." + "reason": "Audio chat-template sampling-rate default and MIMI batching/padding-mask mismatch are unrelated." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Both are tokenizer/model loading failures under v5, but they affect different models and do not indicate the same defect." + "reason": "Both concern v5 custom-model behavior, but one is notebook initialization and the other is junk-filled non-persistent buffers." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression is not the same as non-persistent buffers being filled with junk." + "reason": "Custom model initialization breakage is not the same concrete bug as buffer initialization with junk values." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is a different issue from StaticCache.get_seq_length() type contract breakage." + "reason": "Generation sync/dispatch overhead is performance-related and unrelated to StaticCache returning a tensor instead of int." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is unrelated to device-dependent save_pretrained serialization of lm_head.weight." + "reason": "Both involve tied weights, but one is a missing weight-tying bug and the other is inconsistent serialization behavior." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP model/pipeline output quality issue is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "Different model/pipeline correctness issue versus processor input-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." + "reason": "Different multimodal loading/processing bugs for different models." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise regression and Mistral regex patch crash are not the same underlying bug." + "reason": "General loading noise is unrelated to a specific Mistral regex patch crash." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different failing models and symptoms: Molmo missing tied-weights metadata vs EMBEDDIA/est-roberta tokenizer load failure." + "reason": "Different problems: tied-weights bookkeeping versus tokenizer loading regression." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to template compilation errors." + "reason": "FP8 config failure and template compilation failure are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding-mask bug is unrelated to DAC.from_latents mismatch with the forward pass." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook custom-model initialization breakage is different from non-persistent buffer junk fill regression." + "reason": "Both mention numeric discrepancies, but one is batching/padding-mask support and the other is DAC latent reconstruction/STE." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export incompatibility with torch_compilable_check is unrelated to OmDet-Turbo processor input resolution mismatch." + "reason": "torch.export failure and OmDet processor size mismatch are unrelated." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL multi-image iterable dataset failure is unrelated to continue_final_message behavior for mistral_common tokenizers." + "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different issues." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict is unrelated to MobileLLM-125M key errors during model loading." - } + "reason": "Different model-load failure versus Mistral regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "No concrete overlap in bug mechanism; different models and different failure sites." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different init-time failures: FP8 config handling versus unexpected _is_hf_initialized argument." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a later report of the same incorrect visual-encoder key serialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction issue and compiled flex_attention regression are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are different loading failures." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to mistral_common continue_final_message behavior." + } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The reasoning stays conservative overall: the accepted pair (45216/45357) is well supported by matching Qwen3.5 save_pretrained regression titles, and the rejected pairs are generally distinguished by different models, APIs, or failure modes without overclaiming overlap. The summary is also grounded in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3260,13 +3309,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:33666", + "issue:35707", "issue:36032", "issue:40444", "issue:40990", "issue:41720", + "issue:42175", "issue:42915", "issue:43296", "issue:43317", @@ -3279,7 +3330,6 @@ "issue:43531", "issue:43611", "issue:43632", - "issue:43746", "issue:43792", "issue:43818", "issue:43856", @@ -3293,11 +3343,9 @@ "issue:44568", "issue:44589", "issue:44683", - "issue:44756", "issue:44811", "issue:44829", "issue:44877", - "issue:44977", "issue:44987", "issue:44991", "issue:45020", @@ -3306,251 +3354,244 @@ "issue:45357", "issue:45479", "issue:45538", + "issue:45542", "issue:45663", "issue:45812", - "issue:45923", - "issue:46326" + "issue:45923" ], "soft_pairs": [ - "issue:42915|issue:44291", - "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:44479|issue:45325", "issue:42915|issue:44589", "issue:43404|issue:45127", - "issue:44062|issue:44987", + "issue:36032|issue:41720", + "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43531|issue:44877", "issue:43296|issue:43531", - "issue:36032|issue:41720", - "issue:44479|issue:45325", - "issue:44977|issue:46326", "issue:43425|issue:44403", "issue:40990|issue:44811", - "issue:43746|issue:46326", + "issue:44079|issue:45663", + "issue:43632|issue:44534", "issue:43792|issue:44589", "issue:33666|issue:40444", "issue:43421|issue:44568", "issue:44403|issue:44991", - "issue:43632|issue:44534", "issue:44683|issue:45020", - "issue:44079|issue:45663", "issue:43381|issue:45923", "issue:44462|issue:45812", + "issue:35707|issue:40444", "issue:44829|issue:45479", - "issue:40444|issue:45325", - "issue:43482|issue:45538", "issue:44291|issue:44589", "issue:43317|issue:43856", + "issue:43482|issue:45538", "issue:43482|issue:43525", - "issue:43818|issue:45357" + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "45a4756717ea996f704f1fc12e4e3d7b0eeaede7e35b664149bfcebc9f2c8183", + "prepared_review_unit_hash": "10a0417a9a6f9a756f947f7ccca0d28bda255412fb2f7884c809bc6c8119b308", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36735, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35889, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, but most items orbit recent Transformers v5/v5.x loading/tokenizer regressions. There isn\u2019t a single exact duplicate pair among the soft candidates; they\u2019re mostly adjacent but distinct bugs.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45020 is the best umbrella issue: it captures the broad \"recent transformers versions break models using remote_code\" regression category that overlaps many of the loading/tokenizer/model-init failures here, while staying more general than the narrower model-specific reports.", + "summary": "This cluster is mostly a loose set of unrelated transformers/vLLM issues, with only superficial overlap around v5-era model-loading/tokenizer regressions. No soft pair is strong enough to merge as the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set and best captures the recurring theme of recent transformers regressions affecting remote_code models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest global anchor for triage because it covers the widest user impact across this cluster\u2019s regression-heavy loading failures, even though the cluster is not a clean duplicate set.", + "best_issue_reason": "issue:45020 is the most representative issue for the cluster because it is broad, central, and closer to a shared regression theme than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Both involve v5-era model initialization/loading, but one is Qwen3Moe + FineGrainedFP8Config and the other is a generic init_empty_weights/_is_hf_initialized TypeError; different failure modes." + "reason": "Different failures: AddedToken/special-token API conflict vs a model loading regression for a specific remote-code model." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "_is_hf_initialized flag breakage is a loading regression; Strix Halo mmap OOM is a memory-policy issue. Not the same bug." + "reason": "Both involve Qwen VL, but one is a broad video-input regression and the other is a specific still-image temporal position-id bug; not clearly the same fix." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage type are both dtype-related, but they are distinct code-path problems." + "reason": "FP8 config failure in Qwen3Moe is a different bug from the Float8 storage lookup error." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both concern weights, but one is lm_head tying in Mistral3 and the other is LoRA merge with extended vocab causing collapse; different bugs." + "reason": "Both touch weight tying, but they affect different models and different failure modes; too far apart to merge." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and CUDA assert in device mapping are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "AddedToken keyword conflict and loading physical-intelligence/fast are unrelated tokenizer/model-loading issues." + "reason": "Same model family, but multi-image iterable-dataset training failure is not the same as the rope/position-id bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading failure and non-persistent buffer junk are separate Transformers v5 regressions with different mechanisms." + "reason": "Different v5 regressions with different mechanics: base_model_prefix loading vs non-persistent buffer initialization." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different model/config bugs." + "reason": "Qwen3-MoE sliding-window behavior and Granite strict-config loading are unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "Tokenizer add_special_tokens method conflict and Qwen3 auto device mapping cuda assert are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Both are VL regressions, but one is video input handling and the other is still-image temporal position scaling; different bugs." - }, - { - "left": "issue:44977", - "right": "issue:46326", - "accept": false, - "reason": "Flash-attention generation failure and mistral_common continue_final_message tokenizer behavior are different layers of the stack." + "reason": "Different models and different failures; no shared code-path evidence." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is an environment/version issue; loading noise is just a UX/logging issue." + "reason": "Torch version compatibility is unrelated to noisy loading logs." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on WikiText and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP shared_kv_states are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and tokenizer continue_final_message are different bugs." + "reason": "_is_hf_initialized initialization and junk non-persistent buffers are separate v5 regressions." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL training reports, but multi-GPU training and iterable-dataset/multi-image prompt failure are not the same underlying bug." + "reason": "Both are Qwen2-VL-related, but multi-GPU training and multi-image iterable-dataset failure are not the same bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor update for modified special tokens and add_special_tokens BOS/EOS not being added are distinct tokenizer issues." + "reason": "Runtime post-processor update bug is broader than the specific add_special_tokens BOS/EOS regression." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise and tokenizer loading failure for EMBIDDIA/est-roberta are unrelated." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "_is_hf_initialized breakage and non-persistent buffers being filled with junk are separate v5 regressions." + "reason": "Generic loading noise and a specific tokenizer load failure for est-roberta are different issues." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 and remote_code loading regressions are different problems." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 is a distinct backend/runtime problem from remote_code model loading regressions." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing supports_gradient_checkpointing on a trust_remote_code variant are related only loosely; not the same bug." + "reason": "Eval-mode checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one ignores tokenizer.json from the repo while the other silently produces wrong token IDs for Granite models; not the same failure." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Both cause bad training behavior, but flash_attention_3 degeneration and single_label_classification zero-loss are distinct issues." + "reason": "Tokenizer.json precedence and Granite token-id regression are related only at a high level; not the same bug." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multi-image failure and still-image rope-index scaling are different vision-language bugs." + "reason": "Progressive generation with past_key_values is unrelated to Qwen2.5-VL multi-image dataset failure." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are unrelated." + "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is a loss-formulation issue for num_labels=1." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and Float8 storage lookup are both load-time failures but from different code paths." + "reason": "init_empty_weights/_is_hf_initialized and missing Float8 storage are separate compatibility failures." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map/offload load failure and Qwen3 MoE memory inefficiency are both memory-related, but not the same bug." + "reason": "Device-map offload loading failure and Qwen3 MoE memory inefficiency are different problems." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading in v5 and CLIPTokenizer max_length are unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are separate issues." + "reason": "GGUF loading regression and Llama4Config pad_token_id attribute error are different model/config bugs." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA weight/temporal-attention bug and Qwen3.5 save_pretrained visual-key regression are unrelated." + "reason": "Video-LLaVA tower weight/attention bug and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and buffer initialization are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend omission and tensorboard-without-TF runtime error are related in theme but not the same underlying bug." } ] }, @@ -3572,10 +3613,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:34634", "issue:35707", "issue:40444", + "issue:40990", "issue:41553", "issue:41720", "issue:42175", @@ -3586,7 +3629,6 @@ "issue:43454", "issue:43482", "issue:43531", - "issue:43550", "issue:43582", "issue:43606", "issue:43611", @@ -3595,21 +3637,19 @@ "issue:43646", "issue:43701", "issue:43746", - "issue:43761", + "issue:43749", "issue:43792", "issue:43819", + "issue:43873", "issue:43957", "issue:43994", "issue:44079", "issue:44186", "issue:44265", "issue:44291", - "issue:44387", "issue:44466", "issue:44479", - "issue:44534", "issue:44568", - "issue:44617", "issue:44877", "issue:44898", "issue:45072", @@ -3617,276 +3657,270 @@ "issue:45325", "issue:45381", "issue:45491", - "issue:45542", + "issue:45584", + "issue:45701", "issue:45800", "issue:45823", "issue:45834", "issue:45920" ], "soft_pairs": [ - "issue:42175|issue:45542", "issue:41553|issue:43582", "issue:43377|issue:45491", "issue:41720|issue:45081", "issue:43531|issue:44291", + "issue:40444|issue:45381", + "issue:43644|issue:44079", "issue:44265|issue:45072", - "issue:43611|issue:43646", + "issue:43749|issue:44079", "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", "issue:43994|issue:44898", "issue:42175|issue:43296", "issue:45325|issue:45834", "issue:43792|issue:43957", "issue:43454|issue:44466", - "issue:44079|issue:44534", "issue:42915|issue:43482", - "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:43644|issue:44079", - "issue:43761|issue:44079", - "issue:44387|issue:44617", - "issue:35707|issue:40444", + "issue:43701|issue:45325", "issue:44479|issue:45823", + "issue:43873|issue:45701", "issue:43606|issue:44265", "issue:44291|issue:44877", + "issue:43262|issue:43746", "issue:43296|issue:45800", - "issue:43701|issue:45325", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "issue:35707|issue:41720", "issue:44568|issue:45920", - "issue:41720|issue:45823", - "issue:43606|issue:43819", - "issue:43454|issue:43550", "issue:44186|issue:44265", - "issue:43262|issue:43746" + "issue:41720|issue:45823", + "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "764d3ad48b9b8d6711f50890f0826c2ef820c6342bd2d4c6bda8453ce4cefee9", + "prepared_review_unit_hash": "2417a1413cb127d7c8851af7de84dea9c109b1acc5dc872208e76327ea33703f", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37508, - "estimated_input_tokens": 9377, - "estimated_eval_tokens": 19010 + "soft_pair_count": 31, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated Transformers regressions; the packet supports only one accepted soft duplicate pair, issue:45325 \u2194 issue:45381, while the rest remain distinct bugs in different models or code paths.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45920 is the broadest active regression report in the set, spanning wrong token IDs across multiple models and serving as the most representative issue anchor for this mixed cluster.", + "summary": "Mostly unrelated issue cluster. The only nearby topic is the Qwen2.5-VL 5.3.0 position-id area, but 45325 and 45381 look like related subsystem regressions rather than a confirmed duplicate bug, so that soft edge should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45381 is the broadest Qwen2.5-VL position-id regression in the set, but it should not be treated as a confirmed duplicate of issue:45325; the packet only shows a shared multimodal positional-indexing subsystem.", "canonical_pr_reason": null, - "best_issue_reason": "45920 has the widest scope and strongest cross-model signal, so it is the best single issue to anchor this cluster.", + "best_issue_reason": "issue:45381 is the strongest representative issue for the small Qwen2.5-VL positional-id theme, but it still appears distinct from the still-image report in issue:45325.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Both involve backend/TensorFlow-adjacent failures, but the packaging extra issue and the undefined tf backend/tensorboard issue have different root causes." - }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer/Voxtral error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated failures." + "reason": "Tokenizer-loading error message vs Apple Silicon warmup TypeError; different subsystems." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/masking bugs, but they affect different models and symptoms and do not look like the same underlying code-path problem." + "reason": "Both involve batching, but the models and failure modes differ." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Mistral tokenizer regex crash are completely different components." + "reason": "Qwen3 device-map CUDA assert and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the init_empty_weights/_is_hf_initialized constructor regression." + "reason": "Sliding-window MoE behavior and init_empty_weights arg handling are distinct bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but one is multi-image finetuning and the other is video position ids." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failure from torch_compilable_check is a different bug from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.export/torch_compilable_check is a different code path from bf16 dtype mismatch." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and custom model initialization are different failure modes." + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share a concrete bug." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag breakage and bfloat16 dtype mismatches are separate regressions." + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Closely related Qwen2.5-VL position-id regressions, but the packet only shows a shared subsystem, not the same exact bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 init/loading issues, but the concrete failures differ." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution classification failure are different vision-model bugs." + "reason": "Different models and different image-classification failure modes." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TF backend packaging and PaddleOCR-VL loading in vLLM are not the same bug." + "reason": "Packaging/backends vs PaddleOCR-VL load failure are unrelated." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal indexing issues, but they concern different models and different failure types." + "reason": "Qwen2.5-VL position ids and Kosmos2.5 OCR indexing are different multimodal bugs." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper inference failure and meta-device loading regressions are unrelated." + "reason": "Whisper runtime failure and meta-device loading breakage are not the same issue." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but generation breakage and serialization inconsistency are not the same concrete issue." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "Generic ModelOutput key assignment and non-persistent buffer junk initialization are distinct bugs." + "reason": "Both mention tied weights, but one is missing tying and the other is inconsistent serialization." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 failure and Qwen2.5-GGUF loading failure are different regressions." + "reason": "FineGrainedFP8Config failure and GGUF loading failure are unrelated." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Multiple-images-per-prompt finetuning and video vision_position_ids regressions are not the same bug." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position ids." }, { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL position-id computation problem in v5.3.0, covering still-image and video paths of the same code path." + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video regression and Gemma4 device mismatch are different bugs." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Non-persistent buffer junk initialization is unrelated to ModelOutput key assignment." + "reason": "Quantization/offloading behavior and tokenization changes are separate concerns." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is a forward-pass issue, not ModelOutput key bookkeeping." + "reason": "Bark CPU offload mismatch and torch.export failure are unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "CUDA memory growth under int4 quantization is unrelated to Sam3Video OOM." + "reason": "init_empty_weights argument handling and strict config loading are different load-time issues." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are unrelated." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific bugs." + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are not the same bug." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures in torch_compilable_check models." + "reason": "Bark voice_preset and progressive generation with past_key_values are unrelated." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Unexpected _is_hf_initialized constructor arg and strict granite_speech config loading are separate init/config regressions." + "reason": "GPT-OSS perplexity regression and Whisper empty-transcription failure differ in model and path." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are not the same bug." + "reason": "Progressive generation cache handling and Qwen3 CUDA asserts are unrelated." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Single-tokenizer special-token omission is not the same as broad wrong token IDs across models." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Mdeberta special-token insertion is a different tokenizer regression from the broader wrong-token-IDs issue." + "reason": "LayoutLMv2 tokenizer padding/truncation and torch.export failures are separate issues." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 CUDA assert and Gemma4 PLE device mismatch are different failures." + "reason": "Qwen3 device-map CUDA assert and Gemma4 PLE device mismatch are different device-map problems." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents mismatch are unrelated bugs." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "lm_head weight-tying failure and Bamba torch.compile/SDPA failure are separate issues." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures do not share the same bug." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio processor chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different problems." + "reason": "Bark CPU offload mismatch and DAC latent/forward mismatch are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster-level framing is mostly conservative, but the summary overstates the evidence: the packet only supports one accepted soft pair (issue:45325 \u2194 issue:45381), not \u201ctwo soft pairs look like true duplicates.\u201d Please revise the summary to match the actual verdicts and keep the scope claims tightly grounded in the packet." + "feedback": "The overall clustering is mostly conservative, but the positive verdict on issue:45325 vs issue:45381 is a bit too strong for the packet. The titles show closely related Qwen2.5-VL 5.3.0 position-id regressions, but the evidence in the packet only establishes a shared subsystem, not an exact duplicate bug: one report is still-image temporal position_ids scaled by tokens_per_second, the other is video input vision_position_ids. Also, phrases like \"accepted duplicate pair\" go beyond what the packet itself demonstrates. I\u2019d reject on that overstatement; the rest of the soft-edge rejections look appropriately cautious." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3901,21 +3935,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:34634", - "issue:35707", "issue:36331", "issue:39692", "issue:40444", "issue:40990", "issue:41720", - "issue:42175", "issue:42617", "issue:42915", "issue:42947", "issue:43257", "issue:43317", + "issue:43322", "issue:43377", "issue:43404", "issue:43450", @@ -3926,281 +3958,288 @@ "issue:43577", "issue:43708", "issue:43720", + "issue:43749", "issue:43873", "issue:43881", "issue:43883", "issue:44008", "issue:44186", - "issue:44423", + "issue:44387", "issue:44466", "issue:44488", + "issue:44534", "issue:44610", - "issue:44877", + "issue:44756", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45325", "issue:45357", - "issue:45406", - "issue:45584", "issue:45701", + "issue:45704", "issue:45759", "issue:45823", "issue:45923", + "issue:46050", "issue:46291", "issue:46305", "issue:46315" ], "soft_pairs": [ - "issue:46305|issue:46315", + "issue:43454|issue:43550", "issue:39692|issue:40444", + "issue:46305|issue:46315", "issue:43881|issue:44488", "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:40990|issue:45584", "issue:43257|issue:45923", "issue:43317|issue:43873", "issue:43572|issue:45759", - "issue:40990|issue:42947", "issue:43377|issue:44898", - "issue:43873|issue:45701", + "issue:40990|issue:42947", + "issue:43322|issue:46050", "issue:43454|issue:43720", + "issue:41720|issue:43322", "issue:45325|issue:46315", + "issue:43749|issue:44534", "issue:41720|issue:44977", "issue:44466|issue:45357", + "issue:42617|issue:42915", "issue:44991|issue:46291", "issue:43526|issue:43883", - "issue:42617|issue:42915", - "issue:35707|issue:41720", - "issue:43577|issue:43708", + "issue:40990|issue:45701", + "issue:44387|issue:45704", "issue:43881|issue:44991", - "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:36331|issue:42617", + "issue:44186|issue:45072", "issue:44008|issue:45823", "issue:43404|issue:45357", "issue:43450|issue:45701", - "issue:44186|issue:45072", - "issue:44877|issue:44991", - "issue:43550|issue:43720", "issue:36331|issue:42915", - "issue:36331|issue:42617", - "issue:42175|issue:46291", - "issue:44423|issue:45406" + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "54efbc9af86d566cc53186450aa8f3e296be9b425f5fbb379d0fa3d70d62e909", + "prepared_review_unit_hash": "13758684176ae03bc9579f0b981b6e75b24aa5652b8deee9b7ee982558b656c9", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37954, - "estimated_input_tokens": 9489, - "estimated_eval_tokens": 19234 + "soft_pair_count": 32, + "serialized_chars": 37505, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of mostly unrelated model-, tokenizer-, and trainer-specific bugs. None of the soft pairs is strong enough to treat as the same underlying issue; the closest matches are broad theme overlaps (offloading/quantization, serve/multimodal, Gemma variants) but not the same concrete code-path failure.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the cluster: it\u2019s open, has the most inbound references, and captures the shared offloading/quantization failure mode better than the more model-specific reports.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, processors, tokenizer behavior, quantization/offloading, and training utilities. I would not merge any of the suggested soft edges.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it is open, active, and spans the widest user-facing symptom area in this set; the others are narrower product/model-specific regressions.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Off-by-one masking bug vs tokenizer conversion slowdown; different subsystems and failure modes." + "reason": "Different failures: lm_head tying vs torch.compile/SDPA instability." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc/example errors for SigLIP2 vs finetuning failure on Qwen2.5-VL IterableDataset; unrelated models and code paths." + "reason": "Doc/example mismatch and quantization error vs IterableDataset multi-image finetuning failure; no shared bug path." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one is unrelated to tokenizer conversion slowdown." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different models with no evidence of the same root cause." + "reason": "Two separate model loading problems for different models and likely different causes." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both involve inputs/shapes, but one is padding-mask correctness in MIMI and the other is processor image size mismatch in OmDet-Turbo." + "reason": "Padding-mask batching bug in MIMI is unrelated to OmDet processor/model size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying bug vs dtype mismatch bug; no shared concrete fix path." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity regression on a language model vs Whisper empty-transcription generation failure; unrelated." + "reason": "Weight tying bug and bf16 dtype mismatch are different code paths." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion/load issue vs missing gradient-checkpointing flag; different mechanics." + "reason": "Qwen3 MoE conversion issue vs missing gradient-checkpointing flag; unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but 43317 is a specific device_map/dequantized-model load failure and 43873 is a broader quantization offload symptom; not clearly the same bug." + "reason": "Both mention offloading/quantization, but one is a specific dequantized load failure and the other is a broad offloading complaint; not clearly the same bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing config field after v5 update vs composite config unwrap bug; different config layers and symptoms." + "reason": "StableLm pad_token_idx regression is unrelated to Qwen multimodal config unwrapping." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Model perplexity anomaly vs gradient checkpointing ineffectiveness; unrelated training/inference issues." + "reason": "MIMI padding-mask mismatch is unrelated to Perceiver interpolation failure." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Both are shape/resolution-related, but one is batched encoder padding and the other is Perceiver interpolation at non-default resolution." + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Offloading/quantization bug vs tokenizer-version behavior change; no shared code-path evidence." + "reason": "Llava Next loading crash is unrelated to sinq save/load quantization corruption." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying in generation vs packed-weight unpacking during accelerate loading; unrelated model internals." + "reason": "Weight tying vs packed-weight unpacking are different problems." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to Llava Next segmentation fault." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Video/VL position-id scaling bug vs slow slow-tokenizer conversion; unrelated." + "reason": "RoPE temporal position scaling bug is unrelated to tokenizer conversion performance." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen generation failures with different triggers (device-map assert vs flash-attention behavior)." + "reason": "Different Qwen models and different failure modes: device-map CUDA assert vs flash-attention generation issue." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization, but one is lm_head.weight device-dependent and the other is visual encoder key saving for Qwen3.5." + "reason": "Both are serialization regressions, but one concerns lm_head tying and the other visual encoder keys; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to Qwen3Moe FP8 config failure." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer-loading regression vs kernels package import requirement; unrelated dependency paths." + "reason": "Tokenizer loading regression and kernels version/revision import failure are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "ImageProcessor label reduction bug vs missing tied-weights attribute on a model class; different layers entirely." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "Script execution failure vs Qwen3MoE FP8 config failure; no shared underlying bug." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assert." + "reason": "High perplexity on one model is not the same as a general tokenization-version change report." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "BarkProcessor voice_preset issue vs generation with inputs_embeds/past_key_values; unrelated." + "reason": "Quantization memory regression and apex RMSNorm memory leak are different issues." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Gemma3n variable collision in forward vs Gemma4 device_map auto mismatch; same family name, different bug." + "reason": "Model loading failure and tokenizer loading failure for different artifacts are unrelated." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Weight tying in Mistral3 image-text generation vs Qwen3.5 save_pretrained key regression; different models and fixes." + "reason": "Dtype propagation on BLIP2 is unrelated to checkpoint max_steps calculation." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Batched video processor shape bug vs tokenizer version-dependent tokenization change; unrelated." + "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel execution failure." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding vs dtype mismatch in bfloat16 inference; unrelated." + "reason": "Tokenizer padding/truncation crash is unrelated to bf16 dtype mismatches." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Strict config loading failure vs tokenizer loading failure; different config/tokenizer layers." + "reason": "Gemma 3n variable-name collision and Gemma4 device mismatch are different forward-pass bugs." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "torch.compile SDPA failure vs accelerate packed-weight loading failure; no common code path." + "reason": "lm_head tying regression is unrelated to incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "CustomTrainer API mismatch vs Qwen3MoE FP8 config failure; unrelated." + "reason": "Batched video processor shape bug is unrelated to tokenization-version behavior changes." }, { "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Trainer compute_loss signature break vs script execution problem; not the same bug." - }, - { - "left": "issue:42175", - "right": "issue:46291", + "right": "issue:42915", "accept": false, - "reason": "Packaging/backend dependency omission vs kernels import/version requirement; unrelated." + "reason": "Trainer custom loss kwarg error is unrelated to Qwen3Moe FP8 loading failure." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Both affect serve with multimodal models, but the failing attributes and components differ too much to merge as one bug." + "reason": "Quantization offloading behavior and Strix Halo mmap OOM are different memory-management problems." } ] }, @@ -4222,19 +4261,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:29159", + "issue:33357", + "issue:35707", "issue:36010", "issue:36032", - "issue:40990", + "issue:36331", "issue:41720", + "issue:42175", "issue:42617", "issue:42915", "issue:43295", "issue:43316", "issue:43317", "issue:43322", + "issue:43388", "issue:43421", "issue:43425", "issue:43525", @@ -4244,22 +4287,21 @@ "issue:43550", "issue:43572", "issue:43606", - "issue:43653", "issue:43720", - "issue:43749", + "issue:43746", "issue:43782", - "issue:43873", "issue:43881", "issue:44186", "issue:44361", - "issue:44387", - "issue:44534", + "issue:44423", "issue:44610", "issue:44671", "issue:44743", - "issue:44756", + "issue:44877", "issue:44898", "issue:44913", + "issue:44991", + "issue:45059", "issue:45081", "issue:45161", "issue:45406", @@ -4267,244 +4309,255 @@ "issue:45632", "issue:45684", "issue:45701", - "issue:45704", "issue:45812", - "issue:46050", "issue:46291" ], "soft_pairs": [ - "issue:44387|issue:45704", - "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:44423|issue:45406", + "issue:41720|issue:42617", "issue:44610|issue:44898", - "issue:43749|issue:44534", - "issue:44186|issue:44610", "issue:43550|issue:43606", + "issue:44186|issue:44610", "issue:45632|issue:45684", - "issue:43322|issue:46050", "issue:42915|issue:43317", "issue:43295|issue:45701", - "issue:41720|issue:43322", - "issue:40990|issue:45701", - "issue:41720|issue:42617", "issue:41720|issue:45161", "issue:36010|issue:42617", + "issue:44671|issue:44743", "issue:43425|issue:46291", "issue:45081|issue:45812", "issue:43525|issue:46291", "issue:43531|issue:43572", "issue:43316|issue:44913", "issue:43540|issue:43782", - "issue:44671|issue:44743", - "issue:44186|issue:44361", + "issue:42915|issue:43322", "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:36331|issue:41720", "issue:43526|issue:43881", "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:33357|issue:35707", "issue:45406|issue:45464", - "issue:43550|issue:43653", - "issue:43606|issue:43720" + "issue:41720|issue:43746" ], - "prepared_review_unit_hash": "dfa90258b54c5d7c88baa169e109b4d26168e37d88a1f7a2afd6997ff4b1d2f4", + "prepared_review_unit_hash": "3719638221fa4dc3a2c0a6db9ade44a04e5aa5e34e3f66b306744662bfae490f", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35637, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very broad and mostly contains unrelated tokenizer, loading, quantization, offload, and model-specific regression reports. None of the soft pairs look like the same underlying bug/change, so all should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43873 is the broadest and most central regression in the set, with multiple references and discussion, and it best represents the offloading/loading-related portion of the cluster.", + "summary": "These are mostly unrelated closed issues spanning tokenization, config loading, multimodal serving, training API changes, and hardware/runtime failures. I did not find any soft pair that clearly describes the same concrete bug or fix path, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the best representative because it describes a broad, high-impact tokenizer regression affecting all Granite models with multiple inbound references and a clear v4\u2192v5 symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest triage signal in this cluster (activity, inbound references, and a clear reproducible loading/offloading symptom), making it the best anchor issue.", + "best_issue_reason": "issue:45812 is the strongest global issue candidate: it is specific enough to be actionable but broad enough to capture a real regression affecting many users.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Different problems: int4 quantization OOM vs a T5/apex RMSNorm memory leak." + "reason": "Both are loading-related regressions, but one is strict config handling for granite_speech and the other is tokenizer loading for EMBEDDIA/est-roberta; different code paths and symptoms." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Both are memory/offload themed, but one is quantization offloading and the other is mmap-related OOM on Strix Halo." + "reason": "One is a torch.compile/SDPA failure in Bamba-9B-v2, the other is an accelerate loading/unpacked-weights bug in BitNet; unrelated fixes." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Both involve vision input sizing, but they affect different models and different failure modes." + "reason": "Package/backend installation issue vs importing evaluate failing on kernels version metadata; no shared underlying bug." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "FSDP CPU RAM-efficient loading is unrelated to non-persistent buffer initialization junk." + "reason": "Both are serving crashes, but one is a continuous-batching multimodal type error and the other is a Gemma4Processor missing _tokenizer; different failures." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "A800 cudaErrorAssert during auto device mapping is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to an image processor/model input-size mismatch." + "reason": "Both concern image size/preprocessing mismatches, but they affect different models and different processor/model expectations." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different code paths: SDPA/torch.compile failure vs CPU offload device mismatch." + "reason": "Different runtime problems: torch.compile with SDPA vs CPU offload device mismatch." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + "reason": "Tokenizer crash on NER/padding versus processor output size mismatch for image classification; not the same bug." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Llava loading segfault and sinq save/load corruption are different failure classes." + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permissions propagation." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading bugs." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and device_map auto dequantized offload failure are different loading/quantization paths." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenizer/version regressions, but one is processor.tokenizer/images handling and the other is a general tokenization change report." + "reason": "The first is a regression around processor.tokenizer/images-to-tokenizer behavior; the second is a broader tokenization change report with no clear same fix path." }, { "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to Llava Next load segmentation faults." - }, - { - "left": "issue:40990", - "right": "issue:45701", + "right": "issue:45161", "accept": false, - "reason": "High perplexity on a model benchmark is not the same bug as tokenization changing across versions." + "reason": "Auto device mapping on A800 and GPT-OSS MoE tensor-parallel failure are separate parallelization problems." }, { - "left": "issue:41720", + "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-mapping crash and a 3d_parallel.py run failure are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Different GPT-OSS/Qwen3 execution issues and different symptoms; not one underlying bug." + "reason": "GenerationMixin import failure is unrelated to the 3d_parallel.py runtime issue." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution failure." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are distinct model-specific issues." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility is unrelated to kernels import requirements." + "reason": "Torch 2.10 compatibility and kernels import/version metadata are not the same failure mode." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different code paths." + "reason": "Mistral regex patching crashes during tokenizer load, while 45812 is a Granite AutoTokenizer ID regression; different tokenization mechanisms." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels version/revision import error." + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import requirements." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is unrelated to StableLmConfig pad token indexing." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are separate config/model issues." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload bug affect different config fields and code paths." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only load error are different failures." + "reason": "Video input processing failure in Qwen3OmniMoe is distinct from weight_only loading error in Qwen3VL." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is not the same as Llava Next segmentation fault during model loading." + }, + { + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Runtime special-token/post-processor synchronization bug is not the same as Granite tokenizer ID regression." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Two different tokenizer/model crashes with different task-specific failure modes." + "reason": "LayoutLMv2Tokenizer crashes on NER/padding and MLukeTokenizer task AttributeError are different tokenizer-specific bugs." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Runtime post-processor update bug is not the same as Granite token IDs being wrong." + "reason": "Trainer compute_loss signature change is unrelated to Qwen3 auto device mapping." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v model loading failure." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "General slow-vs-fast tokenizer inconsistency is not the same as the T5 add_special_tokens conflict." + "reason": "Generic slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens naming conflict are not the same underlying issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering dropping tuple labels is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are unrelated API bugs." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are separate serving bugs." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "SDPA/torch.compile failure for Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "Local-model cache collisions and read-only permission propagation are different save/load filesystem issues." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading issues." + "reason": "Auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." } ] }, @@ -4526,31 +4579,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:30064", - "issue:33666", "issue:34567", "issue:34634", "issue:35707", "issue:39692", "issue:41720", "issue:42490", - "issue:42886", - "issue:42915", - "issue:43322", "issue:43329", - "issue:43381", - "issue:43388", "issue:43421", "issue:43531", + "issue:43550", "issue:43606", "issue:43653", + "issue:43720", "issue:43746", - "issue:43844", + "issue:43782", "issue:43873", "issue:43927", "issue:44062", + "issue:44077", "issue:44368", "issue:44451", "issue:44492", @@ -4560,262 +4610,272 @@ "issue:44545", "issue:44589", "issue:44610", - "issue:44843", + "issue:44625", "issue:44898", + "issue:44918", + "issue:44936", "issue:44987", "issue:44991", "issue:45042", - "issue:45059", "issue:45072", "issue:45357", + "issue:45381", + "issue:45479", "issue:45588", - "issue:45663", "issue:45701", "issue:45704", "issue:45759", "issue:45859", "issue:45923", + "issue:46050", "issue:46291" ], "soft_pairs": [ + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:43606|issue:43720", "issue:30064|issue:34634", "issue:44530|issue:46291", "issue:43421|issue:45701", - "issue:42915|issue:43322", "issue:43606|issue:43653", - "issue:44492|issue:44509", "issue:43531|issue:45759", - "issue:34567|issue:35707", - "issue:43388|issue:45059", - "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:34634|issue:41720", "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44625|issue:45479", "issue:44514|issue:44545", - "issue:41720|issue:43746", - "issue:43421|issue:43927", - "issue:44898|issue:45072", "issue:45759|issue:45859", - "issue:33666|issue:35707", + "issue:43421|issue:43927", "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44898|issue:45072", "issue:43531|issue:44589", "issue:45588|issue:45759", "issue:44368|issue:45357", "issue:44987|issue:45042", + "issue:43782|issue:45381", "issue:44062|issue:44451", "issue:39692|issue:44610", + "issue:43746|issue:46050", "issue:45704|issue:45923", - "issue:43421|issue:43653", - "issue:42886|issue:44843", - "issue:43381|issue:43844", - "issue:45663|issue:45923" + "issue:44918|issue:44936", + "issue:43421|issue:43653" ], - "prepared_review_unit_hash": "49d4b84d045584512444ba91341ae6c3b72a8f66605deed96bdc3a2a73f6e428", + "prepared_review_unit_hash": "e518824baaa18af18573e95b0bb8a95399331c2c899612da8a6818bb96477408", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36679, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "soft_pair_count": 30, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with two real duplicate pairs: the Qwen2_5_VL batched apply_chat_template crash, and the HF_HUB_OFFLINE tokenizer-loading regression. The rest are topic-adjacent at best, but not the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44514 is the best canonical issue because it cleanly matches 44545 on the exact same Qwen2_5_VLProcessor batched-input/padding=False crash and is the clearest representative of that duplicate pair.", + "summary": "The set is largely heterogeneous and does not form one duplicate cluster. Only the Qwen2_5_VLProcessor batched `padding=False` reports look like the same underlying bug; the rest are distinct issues across unrelated code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for the full cluster: the items span many unrelated bugs. The clearest duplicate pair is 44514/44545, and 44514 is the better anchor because it is the earlier, more specific report of the same crash.", "canonical_pr_reason": null, - "best_issue_reason": "44514 is the strongest overall issue candidate: it names the exact processor, trigger, and failure mode, making it the most precise representative of the only exact duplicate edge in the set.", + "best_issue_reason": "44514 is the best issue candidate only for the one true duplicate pair; it cleanly describes the batched `apply_chat_template` crash with `padding=False`. It is not a strong canonical for the whole heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs tokenizer special-token registration on BigBird." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload paths, but the models and root causes are different." + }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different components and failures: image segmentation map handling vs BarkProcessor voice_preset behavior." + "reason": "Image segmentation-map processing and Bark voice preset handling are unrelated." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "Unrelated problems: Qwen3.5 paged attention crash vs kernels import/version requirement." + "reason": "PagedAttention/linear_attention cache crash is unrelated to the kernels import/version requirement." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Both involve tokenization behavior, but one is runtime post-processor updates and the other is a broad version-change report; not the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Different model families and failure modes: FineGrainedFP8Config vs Llava Next segfault." + "reason": "Runtime special-token post-processing and broad tokenization changes are not the same concrete bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token registration are unrelated." + "reason": "CPU offload device mismatch is a different bug from missing tokenizer special-token registration." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Both are documentation-style issues, but they concern different pages/content and not the same change." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to unwrapping `text_config` in multimodal configs." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "A docs typo and deprecated pipeline-task mentions are distinct documentation issues." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "BarkProcessor voice preset and Qwen3 auto device-mapping cuda asserts are unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Gather-for-metrics label truncation is unrelated to SAM3 text/bounding-box behavior." + "reason": "Trailing-slash import warnings are unrelated to the multimodal token-counting video-branch bug." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are different issues." + "reason": "TrainerState token counter updates and progressive generation with embeds/past KV are different problems." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Local-path import warning is unrelated to the multimodal token counting video-branch NameError." + "reason": "`num_labels` propagation and degenerate zero-loss classification are different model/config bugs." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Near-verbatim duplicate: same Qwen2_5_VLProcessor batched-input crash when padding=False." + "reason": "Same underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Multimodal `text_config` unwrapping and CPU-offload rotary embedding compatibility are different code paths." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor updates are unrelated to DiaConfig save/load custom token loss." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver resolution/interpolate_pos_encoding failure is unrelated to bfloat16 dtype mismatches." + "reason": "Special-token runtime post-processing and save/load loss of custom token IDs are related but distinct bugs." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different Qwen3.5/3.6 issues: multimodal config unwrapping vs CPU-offload rotary embedding compatibility." + "reason": "These are separate model/tokenizer loading failures with different symptoms and likely causes." }, { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "PatchTSMixer `post_init` policy and Qwen3.5 label propagation are unrelated." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer load regressions, but they affect different models and do not describe the same failure path." + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are different failures." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to the Float8 storage TypeError." + "reason": "Qwen3-MoE sliding-window logic is unrelated to the Float8 storage lookup error." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention s_aux=None crash is unrelated to AutoModelForCausalLM.from_config text_config handling." + "reason": "Flash-attention `s_aux=None` crash is unrelated to `text_config` unwrapping." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "A config warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different regressions: loading a specific model vs PIL backend processors requiring torchvision." + "reason": "A model load failure and an unwanted torchvision requirement in PIL image processors are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight-only loading and Qwen2.5-VL video position IDs are separate issues." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword collision and model loading failure for ScandiBERT are not the same bug." + "reason": "AddedToken argument duplication is unrelated to loading ScandiBERT." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to OmDet-Turbo producing the wrong input resolution." + "reason": "SigLIP2 docs/example errors and OmDet-Turbo processor/model size mismatch are distinct." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "T5 RMSNorm memory leak and missing supports_gradient_checkpointing flag are unrelated." + "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are not the same bug." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Post-processor updates for modified special tokens are not the same issue as BigBirdTokenizer mask-token registration." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer-loading regression; 44843 identifies the specific unconditional model_info() call in _patch_mistral_regex that breaks HF_HUB_OFFLINE." + "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing support are unrelated." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Eval-mode gradient-checkpointing restriction and ZeRO-3 gradient growth are different training issues." + "reason": "TRL SFT embedding unpacking and trainer.evaluate failing after train() are different trainer bugs." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the Nemotron trust_remote_code flag issue." + "reason": "Runtime special-token post-processing and BigBird mask-token registration are different tokenizer issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are well-supported by the titles: 44514/44545 are effectively the same Qwen2_5_VLProcessor crash, and 42886/44843 are plausibly the same HF_HUB_OFFLINE tokenizer-loading regression. The other soft-pair rejections are cautious and avoid overclaiming. One minor wording note: calling 44514/44545 the 'only exact duplicate edge' is a bit strong given the second accepted near-duplicate pair, but it does not materially affect the conclusion." + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as heterogeneous, identifies only the clearly duplicated 44514/44545 pair, and keeps the other pairwise verdicts conservative. No soft-edge reasoning overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -4834,303 +4894,300 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:30064", - "issue:34634", "issue:36010", "issue:39692", + "issue:40444", "issue:41720", - "issue:42915", + "issue:42886", "issue:43295", + "issue:43322", "issue:43381", "issue:43388", "issue:43421", - "issue:43525", "issue:43531", "issue:43540", "issue:43550", "issue:43596", "issue:43618", + "issue:43645", "issue:43653", "issue:43697", "issue:43720", "issue:43746", - "issue:43782", "issue:43819", + "issue:43844", "issue:43873", "issue:43994", "issue:44008", - "issue:44077", + "issue:44062", "issue:44186", "issue:44220", - "issue:44625", + "issue:44488", "issue:44661", "issue:44671", + "issue:44843", "issue:44898", - "issue:44918", - "issue:44936", "issue:45072", "issue:45081", "issue:45183", "issue:45356", - "issue:45381", "issue:45479", + "issue:45663", + "issue:45685", "issue:45704", "issue:45834", "issue:45859", "issue:45907", + "issue:45923", "issue:46032", - "issue:46050", "issue:46294" ], "soft_pairs": [ - "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:45663|issue:45923", "issue:45704|issue:45859", - "issue:34634|issue:41720", + "issue:41720|issue:45704", + "issue:43994|issue:44671", "issue:43421|issue:44186", - "issue:43381|issue:45704", - "issue:43525|issue:43531", + "issue:43531|issue:43645", + "issue:43746|issue:43873", "issue:45081|issue:45356", "issue:39692|issue:43873", "issue:43540|issue:46294", - "issue:44625|issue:45479", - "issue:43782|issue:45381", - "issue:43994|issue:44671", + "issue:40444|issue:43746", "issue:45356|issue:45907", + "issue:43596|issue:44220", "issue:43720|issue:43819", "issue:30064|issue:36010", - "issue:43746|issue:46050", - "issue:43596|issue:44220", - "issue:44077|issue:44625", "issue:43653|issue:43720", - "issue:42915|issue:43746", "issue:44220|issue:44661", "issue:43540|issue:44008", "issue:43550|issue:45072", - "issue:43746|issue:43873", "issue:43295|issue:45834", "issue:43618|issue:43697", "issue:43550|issue:43819", + "issue:44062|issue:44488", "issue:45183|issue:45479", "issue:43388|issue:46032", + "issue:43322|issue:45685", "issue:44186|issue:44898" ], - "prepared_review_unit_hash": "717556e63652d7769468bf6a2cf3fe3cd8596a5b7159e92c60fb543f7464d350", + "prepared_review_unit_hash": "954a17cab80b8c217533d207bc2d43ab4dc1c8eb22e79e5170a9af5b8d4dca39", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36388, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad library terminology (tokenizers, quantization, processors, loading) but describe different failure modes and code paths. I would not merge any of the proposed soft edges.", - "confidence": 0.91, - "canonical_issue_reason": "No true canonical duplicate emerges here; the items span unrelated bugs across models, tokenizers, training, quantization, and loading, so any single issue would be arbitrary.", + "summary": "Most candidate pairs are different bugs in different models or subsystems. The only clear duplicate-style match is the offline tokenizer/Mistral regex regression, where the broader cache-loading failure and the specific _patch_mistral_regex/model_info crash appear to share the same root cause.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it pinpoints the concrete failure path (_patch_mistral_regex unconditionally calling model_info()) behind the broader offline tokenizer-loading symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative if one is needed: it is active, has multiple inbound references, and is a broader cross-cutting bug than most of the other highly specific reports.", + "best_issue_reason": "issue:44843 is the strongest representative of the duplicate pair: it is specific, root-cause-oriented, and more actionable than the generic offline-cache symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Different bugs: TRL SFT embedding unpacking vs trainer.evaluate failing after train." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression; 44843 identifies the concrete _patch_mistral_regex/model_info cause for the cache failure described in 42886." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Unrelated: T5 apex RMSNorm memory leak vs Qwen3_Moe CPU-offload incompatibility." + "reason": "Different problems: eval-mode gradient checkpointing misuse vs. abnormal gradient growth during ZeRO-3 training." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Different subsystems and failures: BarkProcessor voice preset vs Qwen3 auto device-map CUDA assert." + "reason": "Different model/runtime issues: Gemma-4 FSDP2 shared_kv_states KeyError vs. a missing supports_gradient_checkpointing flag." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "Both tokenizer-related, but one is runtime post-processor sync and the other is NER padding/truncation crashes." + "reason": "Unrelated code paths: T5 apex RMSNorm memory leak vs. Qwen3_5MoE rotary embedding CPU-offload incompatibility." }, { - "left": "issue:43381", + "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Training-mode gradient checkpointing issue is unrelated to the T5 RMSNorm memory leak." + "reason": "Different failures in different models and execution modes; no shared concrete bug." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Different model/config defects: missing pad_token_id vs sliding_window handling in Qwen3-MoE." + "reason": "Both are wrong-output reports, but for different models and likely different regressions; not the same underlying bug." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Related area, but not the same bug: a tokenizer-load crash vs a codec/warning regression in Kimi-K2.5." + "reason": "Tokenizer post-processor update behavior is unrelated to LayoutLMv2 NER padding/truncation crashes." }, { - "left": "issue:39692", + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + }, + { + "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/model mismatch is unrelated to offloading with quantization." + "reason": "PEFT local-checkpoint loading is unrelated to quantization offloading behavior." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Both involve video inputs, but one is Qwen3OmniMoe processing failure and the other is chat-template token/feature mismatch in Qwen3.5-9B." + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash and the other is codec/warning behavior for Kimi-K2.5; not the same concrete bug." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Different class of config bug: Qwen3.5 num_labels propagation vs sequence-classification loss logic." + "reason": "SigLIP2 example documentation errors are unrelated to offloading-with-quantization behavior." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Separate failures: Qwen3VL weight_only loading vs qwen2.5-vl video vision_position_ids mismatch." + "reason": "Both concern video inputs, but they involve different models and different failure paths (processing ValueError vs. chat-template token/feature mismatch)." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Both are SigLIP/CamemBERT inference regressions, but they affect different models and different root causes." + "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs Hugging Face Hub list_repo_files revision forwarding; unrelated code paths." + "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed/BertModel zero3 initialization is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to DAC from_latents / STE mismatch." + "reason": "BitNet accelerate-loading unpacking bug is unrelated to DAC from_latents/STE mismatch." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor segmentation-map handling and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Both concern model loading, but one is PEFT adapter local checkpoint loading and the other is sinq quantized save/load breakage." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Different failures: BertModel zero3 init index error vs _torch_extract_fbank_features audio feature extraction issue." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "Image segmentation-map processing failure is unrelated to the GenerationMixin ImportError." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; not the same issue." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are different code paths." + "reason": "Tokenizer special-token registration is unrelated to BitNet packed-weight loading." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs TOKENIZER_MAPPING_NAMES add-new-model-like failure; unrelated." + "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal-model bugs, but video-input processing and Gemma 3n variable-name collision are distinct." + "reason": "Different multimodal bugs: video-input processing vs. Gemma 3n attribute collision in forward()." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both are inference/dtype issues, but Bamba SDPA torch.compile failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are different bugs." - }, - { - "left": "issue:43746", - "right": "issue:43873", - "accept": false, - "reason": "Both involve model loading/offloading concerns, but PEFT adapter loading and quantization offloading are not the same concrete failure." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Regression in processor/tokenizer access is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Processor/tokenizer regression is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are separate model regressions." + "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output drift." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different failures: SDPA torch.compile bug vs DAC latent/forward mismatch." + "reason": "Different model bugs with different triggers; no shared code-path or fix." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to the cjvt/sleng-bert loading failure." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Generic input_ids/inputs_embeds validation errors are unrelated to the single-label classification zero-loss bug." + "reason": "Generic input validation errors are unrelated to the zero-loss single-label classification regression." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering label truncation and Mamba2Mixer use_cache correctness are different training/inference bugs." + "reason": "Metrics gathering last-batch truncation is unrelated to Mamba2 use_cache correctness." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault is unrelated to the MPS histogram Int dtype error." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crash vs Perceiver non-default resolution failure are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are different model-specific issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The one accepted pair is plausibly the same offline/tokenizer regression based on the titles, and the rejections avoid overclaiming duplicate status for unrelated models/subsystems." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5145,14 +5202,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", "issue:39692", - "issue:43322", + "issue:41720", "issue:43335", "issue:43421", "issue:43531", @@ -5161,8 +5218,10 @@ "issue:43582", "issue:43606", "issue:43643", + "issue:43644", "issue:43653", "issue:43716", + "issue:43749", "issue:43756", "issue:43782", "issue:43818", @@ -5171,35 +5230,32 @@ "issue:43950", "issue:43994", "issue:44008", - "issue:44062", "issue:44186", "issue:44442", "issue:44448", "issue:44479", "issue:44485", - "issue:44488", "issue:44509", - "issue:44561", "issue:44671", + "issue:44805", "issue:44811", "issue:44821", "issue:44843", "issue:44877", + "issue:44936", "issue:44977", - "issue:45020", + "issue:44991", "issue:45072", "issue:45081", "issue:45084", "issue:45381", "issue:45584", - "issue:45685", "issue:45834", "issue:45987" ], "soft_pairs": [ "issue:43335|issue:43756", "issue:43716|issue:44008", - "issue:44062|issue:44488", "issue:43653|issue:43819", "issue:43531|issue:43643", "issue:43950|issue:45987", @@ -5211,203 +5267,198 @@ "issue:30064|issue:36331", "issue:43782|issue:44977", "issue:43577|issue:43818", + "issue:41720|issue:44991", "issue:39692|issue:45834", "issue:45584|issue:45834", "issue:44821|issue:45084", - "issue:43322|issue:45685", + "issue:44186|issue:44442", + "issue:43644|issue:43749", "issue:43606|issue:45072", + "issue:43577|issue:43582", "issue:44479|issue:45834", "issue:43825|issue:43994", "issue:34634|issue:36010", - "issue:44186|issue:44442", - "issue:44485|issue:44509", - "issue:44561|issue:45020", - "issue:43577|issue:43582" + "issue:44805|issue:44936", + "issue:44485|issue:44509" ], - "prepared_review_unit_hash": "bf512a7dff8da533de51360340c34aaaabcb760af209086ac6d5fa0ee950316f", + "prepared_review_unit_hash": "bbae386c85053799b6e71495d0b80c71acc402da2ce5d9441ea69dd508694621", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35701, - "estimated_input_tokens": 8926, - "estimated_eval_tokens": 18108 + "serialized_chars": 35690, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated issue reports across tokenizers, multimodal models, docs, and v5 regressions. A few pairs are superficially close, but none look like true duplicates with the same underlying bug/change.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set ('recent transformers versions break models using remote_code'), so it's the best representative anchor; most other items are narrower, model-specific, or API-specific bugs.", + "summary": "This set is mostly a grab bag of unrelated bug reports across different models and components. None of the soft pairs look like the same underlying defect, so I would not merge any of them. The closest recurring theme is a Transformers 5.x loading regression around non-persistent buffers.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the clearest, most general statement of the main regression theme: `from_pretrained()` corrupting non-persistent buffers in Transformers 5.x.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best represents the cluster\u2019s recurring theme of recent-version/remote_code regressions, even though the rest of the items are not true duplicates of it.", + "best_issue_reason": "issue:43950 best represents the highest-level, broadly applicable bug in the set and has the strongest chance of serving as a canonical tracker for the buffer-loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are model-architecture/config bugs, but one is SwitchTransformers sparse-layer creation and the other is Smollm3 RoPE layer dropping; different code paths and fixes." + "reason": "Different bugs: SwitchTransformers sparse-layer config vs Smollm3 RoPE layer allocation." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both involve multimodal loading/runtime issues, but one is an image-preprocessor dtype mismatch and the other is a Gemma3n variable-name collision in forward(); not the same bug." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "Tokenizer-related reports, but one is an AddedToken argument error and the other is a model-load failure for a specific tokenizer; too different to merge." + "reason": "Different failure modes in different models: dtype mismatch vs Gemma3n variable-name collision." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC.from_latents/STE mismatch are unrelated subsystems with unrelated symptoms." + "reason": "Tokenizer special-token registration bug is unrelated to DAC latent/forward mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are separate problems with no shared code path." + "reason": "Qwen3 sliding-window behavior and AutoConfig `trust_remote_code` field loss are separate issues." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Both concern contracts around loading/caching, but one is silent buffer corruption in from_pretrained and the other is a return-type mismatch in StaticCache.get_seq_length()." + "reason": "Buffer corruption on load is unrelated to `StaticCache.get_seq_length()` returning the wrong type." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but one is an offline hub lookup problem and the other is a tokenizer attribute crash; different failure modes and fixes." + "reason": "Both involve Mistral regex patching, but one is offline-mode hub access and the other is an attribute error on tokenizer objects." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading issues, but they affect different mechanisms: trust_remote_code field preservation vs strict config rejection for granite_speech." + "reason": "Different config-loading problems: missing fields vs strict config blocking granite_speech." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and tasks; no evidence of a single shared bug." + "reason": "A version-output discrepancy for Pegasus is not the same bug as CamemBERT masked-LM prediction errors." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is Whisper batch_decode skip_special_tokens handling." + "reason": "Runtime special-token updates and Whisper `batch_decode()` skip_special_tokens handling are distinct processor/tokenizer behaviors." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen video-input bugs, but one is Qwen3OmniMoe processing failure and the other is Qwen2.5-VL position-id issues; distinct code paths." + "reason": "Different Qwen video bugs: input processing ValueError vs incorrect vision position ids." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation map processing and CustomTrainer compute_loss signature changes are completely unrelated." + "reason": "Image segmentation-map processing and trainer `compute_loss` signature mismatch are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only load failure and Qwen3.5 flash-attention generation failure are different problems." + "reason": "Qwen3VL weight-only loading error and Qwen3.5 flash-attention generation failure are separate code paths." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing issues are unrelated multimodal defects." + "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing issues are not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during Qwen3 device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Both mention docs/usage around vision or OCR models, but one is a SigLIP2 docs example and the other is a Kosmos2.5 long-input indexing bug." + "reason": "SigLIP2 docs/example errors are not the same as Kosmos2.5 OCR long-input index errors." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after align_special_tokens is a tokenizer/generation edge case, not related to Kosmos2.5 OCR indexing." + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR indexing are different model-specific bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated features and failure modes." + "reason": "Loading AutoImageProcessor from URL has nothing to do with template compilation errors." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Llava Next loading segfault and an MPS histogram dtype error in moe models are completely different bugs." + "reason": "LayoutLMv2 tokenizer crashes and FastSpeech2ConformerTokenizer loading failures are unrelated." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Bark CPU-offload device mismatch and SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches are different code paths." + "reason": "CPU-offload device mismatch for Bark is different from dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype issues and Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "The Qwen video-input regression and Kosmos2.5 long OCR input index error are different model-specific issues." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are separate problems." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline-task deprecation messaging and SigLIP2 nonsensical outputs are not the same underlying bug." + "reason": "Pipeline docs/error-message wording is unrelated to SigLIP2 producing bad outputs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "BarkProcessor voice preset behavior and GenerationMixin import failure are different layers and bugs." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load a FastSpeech2Conformer tokenizer are separate tokenizer bugs." + "reason": "Mask shape mismatch in model code is unrelated to trainer evaluate-after-train behavior." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and docs still mentioning removed pipeline tasks are not the same change." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Related theme of remote_code breakage, but one is a specific removed helper causing failures while the other is a broad umbrella report; not clearly the same bug." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "BLIP2 dtype loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "GLM-5 RoPE implementation discussion and removed-pipeline-task documentation are unrelated." } ] }, @@ -5429,19 +5480,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:28218", "issue:29159", + "issue:34634", + "issue:36331", "issue:42175", "issue:43262", "issue:43329", - "issue:43404", - "issue:43452", "issue:43526", "issue:43582", - "issue:43638", - "issue:43644", "issue:43650", "issue:43653", "issue:43697", @@ -5455,22 +5504,22 @@ "issue:43827", "issue:43906", "issue:44060", + "issue:44291", "issue:44368", - "issue:44589", + "issue:44554", + "issue:44561", "issue:44610", "issue:44671", - "issue:44805", "issue:44811", "issue:44857", "issue:44912", - "issue:44936", - "issue:44991", "issue:45003", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", "issue:45084", + "issue:45325", + "issue:45372", "issue:45406", "issue:45538", "issue:45600", @@ -5478,220 +5527,221 @@ "issue:45987", "issue:46192", "issue:46209", - "issue:46285" + "issue:46285", + "issue:46326" ], "soft_pairs": [ + "issue:44561|issue:45020", "issue:45987|issue:46192", "issue:28218|issue:29159", - "issue:44805|issue:44936", + "issue:44671|issue:45701", "issue:44610|issue:45072", "issue:43720|issue:45072", - "issue:43452|issue:44991", + "issue:43782|issue:45325", "issue:43825|issue:43827", + "issue:43906|issue:46209", "issue:43582|issue:44857", - "issue:43404|issue:43782", + "issue:43749|issue:44291", "issue:45081|issue:45406", + "issue:45372|issue:46326", "issue:42175|issue:45081", - "issue:43906|issue:46209", - "issue:44671|issue:45701", "issue:43262|issue:43819", "issue:45003|issue:46285", "issue:43653|issue:44912", + "issue:34634|issue:36331", "issue:44060|issue:44368", "issue:43526|issue:43697", - "issue:43650|issue:43906", "issue:43742|issue:45020", + "issue:43650|issue:43906", + "issue:43526|issue:44554", "issue:45084|issue:45538", "issue:43329|issue:45600", - "issue:43746|issue:44811", - "issue:44589|issue:45042", - "issue:43644|issue:43749", - "issue:43638|issue:44936" + "issue:43746|issue:44811" ], - "prepared_review_unit_hash": "fc3d716cb036464484f0f451fe0fddf87b913a7d05ca16f677f55697ee499119", + "prepared_review_unit_hash": "03b66022b71a28a2143e2d431e6af770683ff6dc96dfebe8f7f0bb65b4163d96", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35705, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "serialized_chars": 35208, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly a heterogeneous set of Transformers regressions and docs/CI reports. The soft-similarity pairs share broad themes, but they do not describe the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45020 is the broadest and most representative report in the set: a recent-version regression breaking models that rely on `remote_code`, which matches the overall pattern of version-related loading/API breakages better than the narrower model-specific reports.", + "summary": "The candidate pairs are mostly topic-adjacent but not the same underlying bug. They span unrelated tokenizer quirks, model-loading regressions, processor/config mismatches, and training/runtime issues, so I don't see a safe duplicate canonical among them.", + "confidence": 0.97, + "canonical_issue_reason": "No safe canonical issue: the set is heterogeneous and none of the issues is a clear duplicate hub for the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best cluster anchor because it is a general regression report with substantial discussion and broad applicability across several adjacent loading failures, while still being specific enough to remain a single issue.", + "best_issue_reason": "No strong global best issue: the cluster is too mixed for one issue to represent a single underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both relate to remote_code regressions, but 44561 is a specific helper removal breakage while 45020 is a broader compatibility report; not the same code-path bug." + }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "Different bugs: one is a `StaticCache.get_seq_length()` contract/type issue, the other is `return_tensors` being ignored when `text_kwargs` is passed. Similar API area, but not the same failure mode." + "reason": "One is a cache length type/shape contract issue, the other is a tokenizer kwarg handling bug; unrelated behavior." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer-related, but one is about an extra space after adding a token while the other is a broader slow-vs-fast inconsistency. Related theme, not the same underlying bug." + "reason": "Both are tokenizer-related, but one is about spacing after added tokens and the other is slow/fast tokenizer inconsistency; not clearly the same defect." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Both mention training/evaluation failures, but the concrete failures differ: a mask shape IndexError versus `trainer.evaluate()` failing after `trainer.train()`. Too different to merge." + "reason": "Masked-LM prediction differences in CamemBERT are not the same as a generic tokenization change report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and symptoms: image processor resolution mismatch versus dtype mismatch in bfloat16 inference. Not the same code-path problem." + "reason": "Processor input size mismatch and bfloat16 dtype mismatches are different subsystems and failures." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Both are CI/inference regressions, but BitNet packed-weight unpacking and dtype mismatch are distinct defects with different fixes." + "reason": "Packed-weight loading in BitNet is unrelated to inference dtype mismatches in other models." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is gguf_file support breakage and the other is a generic tokenizer load failure for a specific model/version. Same area, not same bug." + "reason": "A from_pretrained weight_only loading error is not the same as a VL position-id scaling bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect runtime error message about translation tasks in v5; the other is stale docs still referencing removed pipelines. Same topic, but error message vs documentation." + "reason": "One is a misleading runtime error message, the other is stale docs; related to pipeline removals but not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one issue is unrelated to an FP8/B200 inference failure." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Different failures on different platforms: Apple Silicon warmup TypeError versus CUDA float16 loss crash. Not the same underlying issue." + "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crashes are different platform-specific problems." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Both concern model loading behavior, but Mistral3 tied weights and Qwen3VL `weight_only=True` loading are unrelated bugs." + "reason": "Both touch loading paths, but FSDP CPU RAM efficient loading and init_empty_weights argument handling are distinct bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are attribute errors in tokenizer/processor loading, but they occur in different components (`_patch_mistral_regex` vs `Gemma4Processor`) and imply different fixes." - }, - { - "left": "issue:42175", - "right": "issue:45081", - "accept": false, - "reason": "One is a packaging/backend dependency issue, the other is a tokenizer regex patch crash. No shared concrete bug." + "reason": "Mistral regex patch failure and Gemma4 processor missing _tokenizer are different object/API errors." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "The first is a reproduction of an earlier issue, while the second is an FP8/B200 inference failure. There is no evidence they are the same defect." + "reason": "Gemma 4 import/load failure due to mistral_common API changes is not the same as continue_final_message handling." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenization-related regressions, but one is CamemBERT masked-LM prediction behavior in v5 and the other is a general version-dependent tokenization change report. Not the same bug." + "reason": "Backend packaging/install behavior is unrelated to tokenizer patch crashes." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are unrelated functionality areas." + "reason": "Audio sampling-rate defaulting and DAC forward/from_latents mismatch are separate issues." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe `sys.modules` access and CLIP text model structure inconsistency are separate architectural issues with different code paths." + "reason": "Unsafe sys.modules access and CLIP model structure inconsistency do not share the same bug." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token decode failure and MXFP4 quantization fallback are unrelated; shared CI framing does not make them duplicates." + "reason": "BigBirdTokenizer special-token decoding and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are completely different components." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings for Qwen models, but the exact models and reported behavior differ, and the symptoms are not the same concrete bug." + "reason": "Both mention tie/warning behavior in Qwen models, but they describe different model families and warning causes; not clearly one bug." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different model/component bugs." + "reason": "BEiT label reduction and RTDetrV2 output differences are unrelated vision model issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading MobileLLM is not the same as a broad remote_code regression report." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "`ADD THE DATA` is not a substantive technical report and does not describe the same issue as the isolated reproduction report." + "reason": "The placeholder 'ADD THE DATA' issue is not a duplicate of a reproduction report." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "MobileLLM loading key error and remote_code breakage are both loading failures, but they are not the same model path or defect." + "reason": "BEiT label reduction and MPS attention correctness are unrelated bugs." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "One is a template compilation error, the other is an oversized `model_max_length` constant in CLIPTokenizer. Different bugs." + "reason": "Template compilation errors and tokenizer max-length configuration are different failure modes." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video-token counting logic and stale auto-mapping references are unrelated; one is runtime multimodal token logic, the other is a config mapping/CI issue." + "reason": "Undefined video-branch helpers in multimodal token counting are unrelated to removed config references in auto_mappings." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper `batch_decode` ignoring `skip_special_tokens` are separate loader vs decoding bugs." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup and PIL backend requiring torchvision are unrelated compatibility issues." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading breakage are different loading/state bugs." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "Zero3/non-pretrained BERT index error and train-then-evaluate failure are different training pipeline problems." + "reason": "Local-checkpoint PEFT loading issues and Whisper batch_decode skip_special_tokens behavior are unrelated." } ] }, @@ -5713,11 +5763,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:29159", "issue:34567", - "issue:34634", "issue:36010", "issue:36331", "issue:38175", @@ -5731,14 +5780,14 @@ "issue:43450", "issue:43452", "issue:43454", - "issue:43526", "issue:43531", "issue:43550", "issue:43577", - "issue:43582", "issue:43606", + "issue:43638", "issue:43643", "issue:43645", + "issue:43696", "issue:43720", "issue:43742", "issue:43749", @@ -5746,273 +5795,265 @@ "issue:43854", "issue:43927", "issue:43931", - "issue:44291", + "issue:44387", "issue:44479", - "issue:44554", "issue:44568", + "issue:44589", "issue:44610", + "issue:44617", + "issue:44756", "issue:44811", "issue:44912", + "issue:44936", "issue:44977", + "issue:44991", "issue:45042", "issue:45356", - "issue:45372", "issue:45459", "issue:45759", "issue:45803", - "issue:45859", - "issue:46326" + "issue:45859" ], "soft_pairs": [ + "issue:44589|issue:45042", + "issue:44387|issue:44617", + "issue:43452|issue:44991", "issue:43550|issue:44912", - "issue:45372|issue:46326", + "issue:43638|issue:44936", "issue:43819|issue:43927", - "issue:34634|issue:36331", + "issue:43257|issue:43329", "issue:43854|issue:44977", "issue:36010|issue:43645", - "issue:39692|issue:44912", "issue:38175|issue:44610", + "issue:39692|issue:44912", "issue:43720|issue:44610", "issue:43454|issue:43577", - "issue:45459|issue:45803", - "issue:43526|issue:44554", "issue:36010|issue:36331", - "issue:43749|issue:44291", "issue:43531|issue:45042", + "issue:43257|issue:43696", + "issue:45459|issue:45803", + "issue:42490|issue:43257", "issue:43262|issue:44811", - "issue:43257|issue:43329", "issue:43643|issue:45759", - "issue:42490|issue:43257", + "issue:43329|issue:44479", "issue:43329|issue:43450", "issue:43606|issue:45859", + "issue:43749|issue:44756", "issue:34567|issue:40990", "issue:44568|issue:45356", - "issue:29159|issue:34567", - "issue:43329|issue:44479", - "issue:42915|issue:43742", "issue:43257|issue:43931", - "issue:44291|issue:45042", - "issue:43452|issue:43582", - "issue:43927|issue:44912" + "issue:29159|issue:34567", + "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "dc2468a08a42720cab93ca258050bac084344a1e0230acedc0cdf571ae158903", + "prepared_review_unit_hash": "faeca605a81cf5d0e7fcfd589b595d5476d59a1b5390bc71f3ee4a5b48e76b93", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36490, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36570, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues that only weakly resemble each other by subsystem. I\u2019d only treat the Qwen video-input pair as a plausible duplicate; the rest should stay separate.", - "confidence": 0.76, - "canonical_issue_reason": "No true canonical duplicate emerges from the set; if one issue must anchor the cluster, issue:43329 is the most concrete code-path bug and the closest match to the only borderline duplicate pair.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated tokenizer, trainer, model-loading, quantization, and multimodal bugs. The closest overlap is around Qwen video/multimodal handling, but even there the titles point to different failure modes rather than the same fix.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43329 is the clearest representative issue: it names a concrete shared code-path defect in multimodal video token counting and points to an actionable root cause, making it the best canonical placeholder for the nearest mini-cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the strongest representative because it names a specific failing function and an explicit video-path bug affecting multiple VLM processors.", + "best_issue_reason": "issue:43329 is the strongest global keep candidate because it is specific, technically grounded, and likely to be fixed/verified in one focused change across multiple VLM processors.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failure modes: missing Float8 storage object vs. PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but they involve different models and likely different causes; no shared code path is evident." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is gguf-related AutoTokenizer/AutoModel loading and the other is a specific tokenizer regression for est-roberta." + }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different models and failures: SDPA/torch.compile vs MXFP4 quantization fallback." + "reason": "Unrelated issues: torch.compile + SDPA on Bamba versus MXFP4 quantization fallback on gpt-oss-20b." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Both involve mistral_common-adjacent tokenizer/processor areas, but one is an import error and the other is chat-template behavior; not the same bug." + "reason": "Different bugs in training lifecycle: deepspeed zero3 with a non-pretrained BERT model versus evaluate failing after train." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different loading/generation failures: DAC STE mismatch vs DiaConfig token-id persistence." + "reason": "Separate problems: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Unrelated areas: BarkProcessor voice preset vs Trainer compute_loss signature." + "reason": "Both touch Qwen3/MoE-ish areas, but one is a weight-conversion/loading issue and the other is a multimodal video token-counting bug." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model families and different symptoms; no shared concrete code-path bug." + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading versus Qwen3.5 flash-attention generation." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are import/model-init related, but the bugs are distinct and not plausibly one fix." + "reason": "Both involve model/config machinery, but the import error for GenerationMixin and the Jupyter custom-model regression are different issues." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Doc-example mistakes vs quantization fallback; not the same issue." + "reason": "Different symptoms and components: SIGLIP2 zero probabilities versus OmDet-Turbo image-size mismatch." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Different components and failure modes: zero probabilities vs processor image-size mismatch." + "reason": "Documentation/example errors for SigLIP2 are not the same bug as gpt-oss-20b MXFP4 loading fallback." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading failure is unrelated to OmDet processor sizing." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the OmDet-Turbo processor shape mismatch." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both are model-loading bugs, but one is lm_head tying and the other is dtype propagation." + "reason": "Different model families and defects: AyaVision weight tying versus Blip2 dtype propagation." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both mention error handling, but they affect different code paths and are not the same underlying bug." + "reason": "Both are trainer/model API regressions, but one is an import-path change and the other is a custom compute_loss signature mismatch." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Completely different subsystems: image label reduction vs attention correctness on MPS." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Import path issue vs custom trainer API mismatch; no duplicate signal." + "reason": "Qwen MoE weight conversion with accelerate/deepspeed is not the same as GPT-oss-20b CUDA OOM." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + "reason": "Both involve exception handling, but in different functions and contexts; they are not the same concrete bug." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Different features: Qwen3-MoE sliding window vs PIL backend torchvision dependency." + "reason": "Local-path slash import warning and Qwen MoE weight conversion are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling rate vs Whisper batch_decode special-token handling are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Different bugs in different code paths: Qwen3 MoE weight conversion vs multimodal token counting." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are different processor bugs." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model construction, but the actual bugs are different." + "reason": "Both concern config handling, but one is trust_remote_code/AutoConfig field loss and the other is unwrapping text_config for composite Qwen configs." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Path-with-slash import warning is unrelated to Qwen3 MoE weight conversion." + "reason": "Closest pair in the set, but still not clearly the same bug: one is a precise undefined-variable/method problem in multimodal video token counting, the other is a broader Qwen video-input regression report." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both mention video, but one is token counting undefined variables and the other is batched processor output shape." + "reason": "Both mention video/multimodal processing, but one is token counting and the other is batched video processor output shape." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both are CPU-offload/device issues, but model-specific failures in different modules; not one duplicate bug." + "reason": "Device-mismatch CPU-offload issue on bark-small is not the same as Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/performance/OOM concerns, but the FSDP CPU RAM efficient loading breakage is distinct from the Strix Halo mmap OOM report." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting vs perplexity on a model benchmark are unrelated." + "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Separate tokenizer regressions affecting different models and behaviors." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState token counting." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Both point to the same video-input multimodal regression in Qwen/VLM code paths; the undefined video-token path is a plausible concrete cause of the broader v5.3.0 regression." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different loading/config errors for different models; no common underlying bug." + "reason": "Different tokenizer regressions on different models; no shared underlying bug is apparent." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE weight conversion and Qwen3-VL shape mismatch are distinct load-time failures." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "Init-empty-weights loading bug vs torchvision dependency regression are unrelated." + "reason": "Both are Qwen-related loading issues, but one is accelerate/deepspeed conversion and the other is VL weight-shape mismatch." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting not updating." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Config save/load token-id loss is unrelated to MXFP4 quantization behavior." + "reason": "FineGrainedFP8Config failure on Qwen3Moe and MobileLLM key error are different model-loading bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only the Qwen video-input pair (issue:43329 / issue:44479) as a plausible duplicate and avoids claiming stronger duplication evidence than the titles/body support. The remaining soft-edge rejections are reasonable and appropriately cautious." - }, - "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 }, @@ -6027,45 +6068,47 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:24643", + "issue:28282", + "issue:29127", "issue:29159", "issue:33357", "issue:34567", - "issue:36331", + "issue:34689", "issue:38175", "issue:41720", + "issue:42175", "issue:42915", "issue:43257", "issue:43317", - "issue:43404", - "issue:43493", + "issue:43452", "issue:43540", "issue:43577", - "issue:43646", - "issue:43696", + "issue:43582", "issue:43697", "issue:43742", "issue:43749", "issue:43756", - "issue:43906", - "issue:43994", + "issue:43782", + "issue:43824", + "issue:43927", "issue:44062", "issue:44291", "issue:44479", + "issue:44488", "issue:44560", "issue:44568", "issue:44737", - "issue:44756", "issue:44821", "issue:44849", "issue:44898", - "issue:44913", + "issue:44912", "issue:44987", "issue:44991", + "issue:45042", "issue:45072", - "issue:45081", "issue:45137", "issue:45357", "issue:45381", @@ -6074,250 +6117,254 @@ "issue:45538", "issue:45588", "issue:45701", - "issue:45907", - "issue:45987", - "issue:46121" + "issue:45907" ], "soft_pairs": [ + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:42915|issue:44821", + "issue:43927|issue:44912", "issue:44849|issue:45701", "issue:43697|issue:45357", - "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:42915|issue:45538", "issue:41720|issue:43540", "issue:44568|issue:45488", - "issue:33357|issue:34567", - "issue:42915|issue:45538", - "issue:44987|issue:45538", - "issue:43317|issue:45538", "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:42175|issue:43824", "issue:43540|issue:44479", + "issue:43317|issue:45538", "issue:43540|issue:44560", - "issue:24643|issue:29159", + "issue:44062|issue:44991", + "issue:28282|issue:34689", "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43577|issue:45072", "issue:44987|issue:45907", "issue:43742|issue:44291", - "issue:43577|issue:45072", + "issue:28282|issue:29127", + "issue:43257|issue:43756", + "issue:42915|issue:43749", "issue:38175|issue:44898", - "issue:44062|issue:44991", + "issue:43582|issue:43782", "issue:44737|issue:45588", - "issue:43257|issue:43696", - "issue:43404|issue:45987", - "issue:34567|issue:36331", - "issue:43646|issue:43749", - "issue:44062|issue:45081", - "issue:44913|issue:46121", - "issue:43493|issue:43994", - "issue:43257|issue:43756", - "issue:43749|issue:44756", - "issue:43906|issue:45381" + "issue:42175|issue:44488" ], - "prepared_review_unit_hash": "6ff1ba7cb89d7a938e628bc4a1cb2d73336acba7b550d5ee76d3d966131ce2d6", + "prepared_review_unit_hash": "1ce9115eeb66c863f46288441c1eb1b4fa35f909a9a2ada2242e91d28b9a8b36", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36795, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "serialized_chars": 36746, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs. Only two soft duplicate families look plausible: the Qwen video-input regression pair and the SigLIP2 output-discrepancy pair.", - "confidence": 0.39, - "canonical_issue_reason": "issue:44479 is the broadest, most central bug report here: it frames a concrete v5.3.0 video-input regression across several Qwen multimodal variants, and it best anchors the only nearby duplicate candidate (issue:45381).", + "summary": "This cluster is mostly heterogeneous and does not look like one duplicate set. The only strong duplicate-like pair is the Qwen video-input regression around wrong vision position ids; the rest are distinct bugs across different subsystems/models and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45701 is the broadest representative in the cluster and has the most external references, but the overall set is too mixed for a true single canonical duplicate. If one issue must anchor the cluster, this is the best umbrella candidate among the tokenization-related subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it describes a clear regression with a broad affected surface and maps to the strongest duplicate-like pairing in the set.", + "best_issue_reason": "Issue 45701 is the best representative because it is broader, still open, and reflects a user-visible regression with multiple inbound references; it is more suitable as the cluster anchor than the many model-specific or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different failure modes and subsystems: init_empty_weights / _is_hf_initialized vs PIL image processing requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated areas: gguf loading in from_pretrained vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 config failure vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: DiaConfig token IDs persistence vs MXFP4 quantization falling back to bf16." + }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different subsystems: Qwen3.5 hidden-states bug vs a general tokenization-change report." + "reason": "Both involve model behavior changes, but one is Qwen3.5 hidden-states output and the other is a tokenizer/version regression; not the same bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different model families and failure modes; not the same underlying bug." + "reason": "Different model bugs: RTDetrV2 output divergence vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenizer/model-loading failure vs CLIPTokenizer max length constant bug." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated." + "reason": "Different subsystems: Qwen3Moe FP8 config failure vs CLIPTokenizer max length issue." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both involve Qwen, but one is device-mapping/cuda assert and the other is video preprocessing ValueError." + "reason": "Same family name only; one is device-mapping cuda assert, the other is video-input ValueError in a different Qwen3 Omni path." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer special-token bug vs LlamaTokenizer pre-tokenizer override bug; different code paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different failure mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These describe the same Qwen video-input regression in v5.3.0: wrong video/vision position handling affecting Qwen2.5-VL and related Qwen3 VL/moe models." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with a CLIP model is unrelated to TrainerState token counting." + "reason": "Completely different issues: CLIP bus error on macOS vs TrainerState token counting not updating." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "FP8/Qwen3Moe loading failure is unrelated to CLIPTokenizer model_max_length." + "reason": "Different import/install problems: missing TensorFlow backend in a torch install vs missing Qwen2.5-VL symbol import." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Loading a specific model repo vs a CLIP tokenizer max-length issue; no shared bug." + "reason": "Both are video-input issues, but the model families and reported failures differ; not enough evidence they share one concrete code-path bug." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to tokenizer max_length behavior." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen video-input regression in v5.3.0; 45381 looks like the specific qwen2.5-vl symptom of the broader regression in 44479." + "reason": "Different areas: device_map/offload loading failure vs CLIPTokenizer model_max_length constant." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input related, but the affected models and concrete errors differ." + "reason": "Both are video-related, but one is Qwen3OmniMoe ValueError and the other is Qwen3-VL embedding StopIteration; different model paths." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "DeepSpeed weight-shape training error and tokenizer inconsistency are unrelated." + "reason": "Tokenizer-related, but one is AddedToken keyword duplication and the other is a specific model tokenizer load failure; not clearly the same defect." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + "reason": "Different loading errors: missing PyTorch dependency vs a model-loading regression for Llama 3.2 Vision." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Different problems: model loading regression vs missing revision forwarding in list_repo_files." + "reason": "Different problems: DeepSpeed ZeRO3 deque error vs an overly bumped minimum PEFT version." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Both are loading-time errors, but the model/key mismatch and init_empty_weights/_is_hf_initialized issues are distinct." + "reason": "No overlap in bug surface: DeepSpeed training weight-dimension error vs tokenizer slow/fast inconsistency." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model classes and appear to be different bugs." + "reason": "Both mention dtype, but they involve different models and different inference/loading paths; not the same bug." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Different vision-model failures with different symptoms and trigger conditions." + "reason": "Unrelated: model loading regression vs repository file listing not forwarding revision." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "AddedToken argument collision and tokenizer loading failure are not the same defect." + "reason": "Different failures: MobileLLM key error vs init_empty_weights unexpected argument." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "XLNet CPU tensor placement bug and flash-attention sinkless-model crash are unrelated." + "reason": "Completely different issues: missing PyTorch vs LayoutLMv3 error-message clarity." }, { "left": "issue:43257", - "right": "issue:43696", + "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE conversion failure is unrelated to GPT-oss OOM." + "reason": "Different model-specific bugs: Qwen3 MOE weight conversion under accelerate+deepspeed vs Smollm3 RoPE layer selection." }, { - "left": "issue:43404", - "right": "issue:45987", - "accept": false, - "reason": "lm_head tying bug and StaticCache return-type bug are different code paths." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "TrainerState token counter bug and compute_loss signature breakage are distinct trainer issues." - }, - { - "left": "issue:43646", + "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer AddedToken duplication and Mistral regex patching error are unrelated." + "reason": "Different training/loading paths: Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading broken." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "GPTNeoX config reload bug and rope-params conversion TypeError are not the same issue." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both describe the same SigLIP2 correctness problem: HF outputs diverge from the expected behavior, with 43994 showing the user-facing symptom and 43493 pointing to the implementation discrepancy." + "reason": "Both are image-model issues, but the architectures and symptoms are unrelated." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer mismatch are unrelated." + "reason": "Different failures: Apple Silicon TypeError in caching warmup vs Qwen3VL weight_only loading error." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different loading/performance bugs with no shared underlying defect." + "reason": "Unrelated: XLNet positional encoding device placement vs flash-attention crash on sink-less models." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "An isolated reproduction of another issue and a Qwen video-position regression are not the same bug." + "reason": "Different bugs: install extras backend composition vs inability to load a specific model." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the two accepted soft pairs are reasonably supported by the packet\u2019s issue titles and descriptions (Qwen video regression; SigLIP2 discrepancy). I don\u2019t see clear overstatement in the remaining rejections." + "feedback": "The summary is grounded in the packet and appropriately cautious about the cluster being heterogeneous. The one accepted soft pair (44479/45381) is supported by very close title overlap around the same Qwen video-input regression, and the other pair verdicts stay conservative. The note that 45701 is only an umbrella anchor, not a true canonical duplicate for the whole set, is also appropriately hedged." }, "evaluator_used": true, "retried": false, @@ -6336,286 +6383,275 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:24643", - "issue:28282", "issue:29127", - "issue:34689", - "issue:36010", + "issue:34567", + "issue:36331", "issue:41762", - "issue:42175", + "issue:43404", "issue:43452", + "issue:43493", "issue:43526", "issue:43531", "issue:43577", - "issue:43582", "issue:43643", "issue:43697", "issue:43720", "issue:43742", "issue:43756", - "issue:43819", - "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", "issue:44291", - "issue:44466", "issue:44488", + "issue:44493", "issue:44514", "issue:44589", "issue:44625", "issue:44792", - "issue:44811", "issue:44821", - "issue:44843", "issue:44877", "issue:44898", + "issue:44913", "issue:44936", "issue:44964", - "issue:44977", - "issue:45005", "issue:45042", "issue:45081", "issue:45216", "issue:45325", "issue:45357", - "issue:45372", "issue:45375", "issue:45381", "issue:45405", "issue:45479", "issue:45600", "issue:45920", - "issue:46170" + "issue:45987", + "issue:46050", + "issue:46121", + "issue:46202" ], "soft_pairs": [ - "issue:44792|issue:44964", + "issue:43493|issue:43994", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:34567|issue:36331", + "issue:43756|issue:45325", "issue:44291|issue:44821", - "issue:36010|issue:42175", - "issue:28282|issue:34689", - "issue:42175|issue:43824", + "issue:43906|issue:45381", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:44792|issue:44964", "issue:45042|issue:45081", - "issue:45357|issue:45920", "issue:43452|issue:44488", + "issue:45357|issue:45920", "issue:43742|issue:44589", + "issue:43531|issue:44821", "issue:45405|issue:45600", - "issue:28282|issue:29127", - "issue:43526|issue:45479", "issue:43643|issue:45375", - "issue:43531|issue:44821", "issue:44625|issue:44877", - "issue:43756|issue:45325", - "issue:43582|issue:44977", + "issue:24643|issue:29127", "issue:43697|issue:45216", "issue:43720|issue:44898", - "issue:44514|issue:45381", - "issue:43452|issue:43577", - "issue:24643|issue:29127", "issue:41762|issue:44936", - "issue:44466|issue:45005", - "issue:43452|issue:44843", - "issue:45372|issue:46170", - "issue:43819|issue:44811" + "issue:44514|issue:45381", + "issue:44493|issue:46050", + "issue:43906|issue:46202", + "issue:43452|issue:43577" ], - "prepared_review_unit_hash": "a859b06f8f157aea9f3b6376472ba8b7d743509e489e0c89cbdb21641b4b0daa", + "prepared_review_unit_hash": "3e2e465d237e7b58702eae37a45c895d091caf28db5d6f23e3d88c63df4d3210", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36351, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35362, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are separate model-loading or config regressions affecting different code paths. The only plausible duplicate is the tied-weights v5 serialization regression: issue 44466 looks like a specific manifestation of the broader problem described in 45005.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45005 is the broader, more representative report: it frames the tied-weights problem at the model-family level, while 44466 is a narrower device-dependent symptom (`lm_head.weight` serialization).", + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, config, processor, trainer, model-loading, and multimodal regression reports across unrelated code paths. I do not see any strong duplicate groups, so all soft edges are rejected.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45920 is the broadest umbrella-style report in the set: it describes a cross-model AutoTokenizer regression affecting multiple model families, with inbound references and an active repro narrative. It is the best single issue to anchor the cluster, though the cluster is not truly a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the best canonical issue because it describes the underlying tied-weights regression more generally and can subsume the more specific 44466 report.", + "best_issue_reason": "issue:45920 is the most globally suitable representative because it is broad, recent, and regression-oriented across several models, making it a better catch-all than the many narrow one-off bug reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Different multimodal model failures with different symptoms and likely different loaders/test paths." - }, - { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "One is an `init_empty_weights` constructor error; the other is URL loading for `AutoImageProcessor`." + "reason": "Both are SigLIP2-related, but one is a HF-vs-JAX discrepancy and the other is a bad AutoModel/pipeline output report; too little evidence they are the same concrete bug." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Unrelated import/backend issues (`GenerationMixin` vs TensorFlow missing from a torch install)." + "reason": "Completely different code paths: tied lm_head weights in Mistral3 vs StaticCache sequence-length typing." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Both are load-time errors, but they involve different models and different failure modes." + "reason": "Different failures: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different package/dependency problems; no shared bug path is evident." + "reason": "Both involve Trainer APIs, but one is token counting state not updating and the other is a custom compute_loss signature break; not the same bug." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "One is a torchvision dependency issue in PIL image processors; the other is a Mistral regex patch crash." + "reason": "Both mention RoPE/vision modeling, but they affect different models and different logic (Smollm3 layer dropping vs Qwen2.5-VL temporal position scaling)." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Both touch Qwen3.5/transformer regressions, but one is save-pretrained key serialization and the other is tokenizer output correctness." + "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized argument handling vs loading AutoImageProcessor from URL." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Both concern loading, but one is a `gguf_file` path regression and the other is a specific model load failure; root cause is not clear enough." + "reason": "The first is only an isolated reproduction of another issue; the second is a specific Qwen2.5-VL video position_id bug. No direct evidence they are the same defect." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different low-level errors during model loading; no clear same code-path problem." + "reason": "Different tokenizer bugs: AddedToken argument duplication vs Mistral regex patch expecting backend_tokenizer." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "One is an unavailable dependency version bump; the other is stale auto-mapping references." + "reason": "Both concern RoPE/config handling, but one silently loses rotary_pct on reload while the other errors on JSON-loaded list validation; different failure modes." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different errors and different components; one is missing PyTorch, the other is a LayoutLMv3 validation/message issue." + "reason": "Both are multimodal model issues, but one is a janus generate-image test failure and the other is a Phi-4-multimodal load failure; not enough to treat as the same bug." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "A Beit image-processor label-reduction bug is unrelated to sequence-classification loss behavior." + "reason": "Different subsystems: image processor torchvision dependency regression vs tokenizer regex patch crash." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Both involve missing fields, but one is `trust_remote_code` return-object completeness and the other is strict config schema dropping a specific field." + "reason": "Both involve loading/tokenizer/model-pretrained flows, but the affected models and reported symptoms differ; no clear shared underlying bug." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Different features and failure surfaces: Qwen3-MoE sliding window vs loading an image processor from URL." + "reason": "One is a Qwen3.5 save_pretrained key serialization issue; the other is a broad AutoTokenizer token-ID regression across multiple models. Different concrete defects." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Different Qwen3.5 config issues; one is `num_labels` propagation, the other is strict config loading for granite_speech." + "reason": "KeyError while loading MobileLLM-125M vs missing Float8 storage type during load are distinct loading failures." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both are vision/rope-related, but they describe different models and different position/rope calculations." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation problems." + "reason": "PEFT version pinning and stale auto_mappings references are unrelated maintenance/CI issues." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 checkpoint save_pretrained correctness." + "reason": "Both involve config field loss, but one is generic trust_remote_code AutoConfig missing fields and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict handling; not proven same root cause." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "A packed-weight accelerate-loading bug is unrelated to Perceiver image classification resize/interpolation behavior." + "reason": "Different config problems: num_labels propagation in Qwen3.5 vs strict config blocking granite_speech loading." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video `vision_position_ids`; not the same bug." + "reason": "Unrelated issues: DeepSpeed training weight dimensionality error vs LayoutLMv3 box-information error messaging." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Different problems: GGUF loading vs Blip2 dtype propagation." + "reason": "Different regressions: RTDetrV2 output mismatch in v5 vs Qwen3.5 incorrect checkpoint save_pretrained behavior." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error is unrelated to LayoutLMv3 box-content validation." + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model-path bugs." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different training/inference lifecycle failures with no shared underlying bug." + "reason": "Gemma3 DeepSpeed ZeRO-3 load crash and trainer.evaluate-after-train failure are unrelated." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both point to the same tied-weights regression in v5; 44466 is a narrower device-dependent serialization symptom of the broader issue in 45005." + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL/processor problems: apply_chat_template batching crash vs video vision_position_ids bug." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "GGUF loading regression is unrelated to an offline-mode tokenizer regex patch problem." + "reason": "Unexpected position-id keys during loading and sinq quantization save/load breakage are not the same bug." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Gemma 4 processor import failure from `mistral_common` is unrelated to Windows ROCm/`torch.distributed` dependency handling." + "reason": "Both mention reproduction/roundtrip style failures, but one is tied to an external issue reproduction and the other is a Gemma pipeline token roundtrip issue; insufficient evidence of identity." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Different audio/model inference bugs: DAC latent decoding mismatch vs Whisper batch_decode special-token handling." + "reason": "Tokenizer/model-loading gguf_file breakage and Blip2 dtype handling are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 44466/45005 link is the only clearly plausible duplicate, and the justification for choosing 45005 as the broader canonical issue is supported by the titles. The other pair verdicts avoid overclaiming and do not assert duplicates without 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 }, @@ -6630,7 +6666,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:28282", "issue:29159", @@ -6638,303 +6674,296 @@ "issue:32090", "issue:33357", "issue:33666", - "issue:34567", "issue:35141", "issue:38175", - "issue:41720", "issue:43295", - "issue:43504", + "issue:43452", "issue:43531", "issue:43550", "issue:43577", - "issue:43643", + "issue:43646", "issue:43653", + "issue:43688", "issue:43697", - "issue:43720", "issue:43742", - "issue:43906", + "issue:43749", + "issue:43819", "issue:43927", "issue:44361", "issue:44442", "issue:44464", "issue:44466", "issue:44484", - "issue:44493", "issue:44514", - "issue:44561", "issue:44568", "issue:44704", "issue:44743", + "issue:44811", "issue:44843", "issue:44936", "issue:44977", "issue:44991", + "issue:45005", "issue:45290", "issue:45356", + "issue:45372", + "issue:45440", "issue:45491", "issue:45542", - "issue:45588", + "issue:45701", + "issue:45704", "issue:45823", "issue:46002", - "issue:46050", - "issue:46178", - "issue:46202", - "issue:46209" + "issue:46170", + "issue:46178" ], "soft_pairs": [ - "issue:43906|issue:46202", + "issue:43688|issue:43749", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811", "issue:43295|issue:45356", "issue:30064|issue:33666", + "issue:28282|issue:32090", + "issue:28282|issue:33357", "issue:44936|issue:45823", "issue:43653|issue:44361", - "issue:44361|issue:44442", "issue:38175|issue:43295", + "issue:44361|issue:44442", "issue:44484|issue:44704", + "issue:28282|issue:35141", "issue:45542|issue:46178", + "issue:44464|issue:44743", "issue:44514|issue:45290", "issue:43577|issue:43697", "issue:43653|issue:44568", - "issue:44493|issue:46050", "issue:29159|issue:33357", "issue:44843|issue:44991", - "issue:44464|issue:44743", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:43688|issue:45440", "issue:43653|issue:43927", "issue:43531|issue:43742", + "issue:45491|issue:46002", + "issue:43688|issue:45701", "issue:44464|issue:44977", - "issue:43550|issue:43927", - "issue:43643|issue:44561", - "issue:44977|issue:46209", - "issue:43550|issue:44361", - "issue:43577|issue:45588", - "issue:32090|issue:34567", - "issue:28282|issue:35141", - "issue:45491|issue:46002", - "issue:32090|issue:33666", - "issue:44466|issue:46050", - "issue:41720|issue:44464", - "issue:43504|issue:43720", - "issue:43504|issue:43550" + "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "43fb3e71347b2180a3c5574a042cb1a61a66974f329ad3365657be6e2aa2e97c", + "prepared_review_unit_hash": "015ef7db05950824ff770608c43992450e9e02d4ab9647297eb41a7c03244c2f", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37454, - "estimated_input_tokens": 9364, - "estimated_eval_tokens": 18984 + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "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 across tokenizers, generation, training, model loading, and device/runtime issues. I found no strong duplicate pair; all soft-edge candidates should be rejected.", - "confidence": 0.87, - "canonical_issue_reason": "If one issue must serve as the representative, issue 43653 is the most concrete and narrowly scoped: it has a specific tokenizer failure, clear symptom (empty decode output), and CI relevance.", + "summary": "No true duplicates here: the soft pairs mostly share broad subsystem terms, but each pair appears to be a different bug, model, or code path.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical representative; this set is heterogeneous and the soft pairs do not look like the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43653 is the best standalone representative because it is precise, reproducible, and self-contained compared with the broader or more ambiguous reports in the cluster.", + "best_issue_reason": "None of the issues stands out as a safe global canonical choice because the topics are unrelated and the overlaps are only superficial.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "Both are roundtrip/tokenization-adjacent, but they target different models and different failure modes; not the same underlying bug." - }, - { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Both mention tokenizer regressions, but one is a processor/custom-code regression and the other is a codec/regex issue in Kimi-K2.5; different code paths." + "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading regression; different model path and symptom." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Image processor segmentation-map failure vs multi-GPU training on Qwen2-VL; unrelated symptoms and subsystems." + "reason": "Both mention tied weights, but one is serialization/device-dependent while the other is translation model behavior in v5." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Trainer lifecycle bug after train() vs Gemma4 device mismatch under device_map=\"auto\"; not the same defect." + "reason": "GGUF loading failure for AutoTokenizer/AutoModel vs offline model_info call in mistral regex patch; different failure modes." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both are tokenizer issues, but one is a special-token registration bug and the other is an AttributeError in a different tokenizer implementation." + "reason": "Gemma 4 processor import error from missing ReasoningEffort vs Windows/ROCm torch.distributed dependency issue." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different tokenizer loaders fail for different reasons; no shared concrete code-path." + "reason": "DAC latents mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated generation/codec bugs." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is a model inference problem, not the same as a tokenizer/processor regression." + "reason": "Processor.tokenizer/images regression in v4.57.5 vs Kimi-K2.5 tokenizer codec regression in v5.4.0." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Save_pretrained shard size question vs AutoProcessor kwargs forwarding bug; no duplicate underlying issue." + "reason": "Void segmentation map processing vs Qwen2-VL multi-GPU training; different components entirely." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Both concern backend detection, but one is TensorBoard/TF availability and the other is an unsupported tensorflow_text backend mapping error." + "reason": "Missing PyTorch import error vs Trainer gpu_broadcast NoneType error; not the same bug." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Both crash in apply_chat_template, but with different triggers: batched padding=False vs tool-call assistant messages with no content." + "reason": "Missing PyTorch import error vs MacOS bus error with a CLIP model; distinct runtime problems." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "BLIP2 dtype propagation bug vs RTDetrV2 output mismatch in v5; different models and failure mechanisms." + "reason": "Trainer evaluate-after-train failure vs Gemma4 device_map forward device mismatch; different paths." }, { "left": "issue:43653", - "right": "issue:44568", + "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related regressions, but they affect different tokenizers and different behaviors (decode output vs add_special_tokens BOS/EOS)." + "reason": "BigBirdTokenizer special-token registration issue vs MLukeTokenizer AttributeError; unrelated tokenization bugs." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Unexpected key warnings with position IDs vs quantized model save/load breakage; not the same bug." + "reason": "Zero probabilities in SigLIP2 vs processor.tokenizer regression; different model families and symptoms." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error on a community CLIP model; too broad and not the same concrete failure." + "reason": "MLukeTokenizer task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; different tokenizer issues." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Offline model_info() call in tokenizer patch vs tokenizer loading failure for a specific model; related area but different root cause." + "reason": "save_pretrained shard size question vs AutoProcessor cached_file kwargs bug; not the same defect." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs recurrent state reset in modular_qwen3_5; distinct code paths and symptoms." + "reason": "PyTorch import missing vs embeddings reinitialized after resize in post_init; unrelated." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs; different artifacts and failure modes." + "reason": "Undefined tf backend when only tensorboard is installed vs tensorflow_text backend mapping error; different backend setup problems." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM loading key error; no shared underlying bug." + "reason": "Compiled forward chunked generation mismatch vs Qwen3.5 recurrent state reset with cache; both generation-related but different concrete bugs." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both affect generation, but one is a compiled-forward inconsistency and the other is a flash-attention regression in Qwen3.5." + "reason": "Both involve apply_chat_template crashes, but one is batched padding=False and the other is tool-call assistant messages with no content." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba vs DiaConfig token-ID loss; unrelated." + "reason": "Blip2 dtype not propagated vs RTDetrV2 output differences in v5; different models and mechanisms." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both involve trust_remote_code/custom models, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." + "reason": "BigBirdTokenizer mask token registration vs mdeberta add_special_tokens BOS/EOS regression; different tokenizer special-token bugs." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs FP8 inference failure on B200; different hardware/runtime problems." + "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error with a CLIP model; no same underlying defect." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Different model/runtime failure classes: compile+SDPA vs tokenizer AttributeError." + "reason": "Offline mistral_regex model_info call vs est-roberta tokenizer loading regression; both tokenizer-related but different root causes." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "BLIP2 dtype propagation bug vs flash_attention.py crashing on s_aux=None; unrelated." + "reason": "Custom model initialization breakage in Transformers 5.0.0 vs FSDP loading regression; distinct upgrade failures." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Trainer broadcast TypeError vs TrainerState token counter not updating; different trainer bugs." + "reason": "Aux-loss normalization bug vs T5 apex FusedRMSNorm memory leak; unrelated." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "PyTorch missing ImportError vs embedding reinitialization during post_init; unrelated." + "reason": "Aux-loss normalization in MoE models vs DeepSeekV3 native implementation divergence; different code paths." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on mixed-length batches and the other is classification-head initialization/checkout NaNs." + "reason": "BigBirdTokenizer special-token registration bug vs DiaConfig losing custom token IDs; unrelated tokenizer/config issues." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Trainer GPU broadcast TypeError vs Qwen2-VL multi-GPU training request; not the same concrete bug." + "reason": "Qwen3-MoE sliding_window issue vs MobileLLM-125M key error on load; different model bugs." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Serialization of lm_head.weight differs by device vs quantized sinq model save/load breakage; different root causes." + "reason": "Gemma3 NaN embeddings from sliding-window attention vs NaNs in classification heads on checkout/init; same symptom class, different root cause." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "cudaErrorAssert on Qwen3 auto device mapping vs compiled-forward chunked generation inconsistency; no common bug." + "reason": "Aux-loss normalization bug vs generic tokenization changes across versions; not the same issue." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "BEiT legacy field loading issue vs BitNet packed-weight unpacking during accelerate loading; different model-loading problems." + "reason": "Chunked generation with compiled forward vs Qwen3.5 flash-attention generation issue; different generation stacks." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Both are model loading/runtime issues, but one is a legacy field preset load failure and the other is a torch.compile SDPA failure." + "reason": "Bamba-9B-v2 torch.compile + SDPA failure vs DiaConfig custom token IDs lost; unrelated." } ] }, @@ -6956,275 +6985,303 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:28282", + "issue:28218", "issue:32090", "issue:33357", "issue:33666", + "issue:34567", "issue:36010", "issue:36331", "issue:39692", + "issue:41720", "issue:43262", + "issue:43278", "issue:43295", "issue:43452", "issue:43493", "issue:43504", "issue:43525", - "issue:43540", + "issue:43550", "issue:43572", "issue:43577", "issue:43606", + "issue:43643", "issue:43688", "issue:43720", "issue:43742", - "issue:43749", "issue:43756", "issue:43825", "issue:43927", "issue:43994", "issue:44361", "issue:44451", + "issue:44464", + "issue:44466", "issue:44479", "issue:44554", - "issue:44568", + "issue:44561", "issue:44610", "issue:44625", "issue:44821", "issue:44849", "issue:44913", - "issue:44964", "issue:44977", - "issue:45200", - "issue:45229", - "issue:45357", - "issue:45405", - "issue:45440", - "issue:45812", + "issue:45588", "issue:45823", + "issue:46002", "issue:46050", "issue:46192", "issue:46209" ], "soft_pairs": [ + "issue:44479|issue:44625", + "issue:41720|issue:44464", + "issue:43550|issue:44361", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", "issue:43504|issue:44610", "issue:33666|issue:36010", "issue:43742|issue:44821", - "issue:43688|issue:45440", "issue:45823|issue:46050", - "issue:28282|issue:32090", "issue:43262|issue:43295", - "issue:28282|issue:33357", "issue:43720|issue:43927", - "issue:43994|issue:46192", "issue:43452|issue:44451", "issue:43606|issue:43927", + "issue:43994|issue:46192", "issue:44849|issue:46209", + "issue:43278|issue:43688", "issue:33666|issue:36331", + "issue:44625|issue:46002", "issue:43720|issue:44361", "issue:43525|issue:43572", "issue:43493|issue:43825", "issue:43756|issue:44913", - "issue:39692|issue:43493", - "issue:44964|issue:45405", - "issue:44479|issue:44625", - "issue:43577|issue:44554", - "issue:44849|issue:45357", - "issue:43688|issue:43749", - "issue:44568|issue:45812", - "issue:43540|issue:44977", - "issue:45200|issue:45229" + "issue:28218|issue:33357", + "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "b5f153fa2a7132f8c934faaa7d613ddb4f9b39bf9033d5170952a9f9cf23134a", + "prepared_review_unit_hash": "860d5e1919ccf5569f33a78b68b642efb58e87c3c6b5e638a6de972b21a958ec", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35261, - "estimated_input_tokens": 8816, - "estimated_eval_tokens": 17888 + "soft_pair_count": 31, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most soft pairs only overlap on broad themes like loading, configs, tokenizers, or regressions, but they describe different bugs and code paths. I would use issue #45812 as the representative issue because it is a clear, high-impact regression with inbound references, but it is not a true duplicate hub for the whole set.", - "confidence": 0.27, - "canonical_issue_reason": "Issue #45812 is the strongest representative anchor: it describes a concrete, user-visible regression in AutoTokenizer across Granite models, with inbound references and a clear failure mode.", + "summary": "This is not a single duplicate cluster: the issues span many unrelated bugs across tokenizers, trainers, configs, vision/audio models, loading/saving, and inference backends. None of the soft pairs look like the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set is too heterogeneous to represent one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45812 is the best overall issue for the cluster because it is specific, high-impact, and better supported than the more generic or narrowly scoped alternatives.", + "best_issue_reason": "No global best issue; any choice would be arbitrary because the items are not duplicates of one another.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different bugs: pretrained BEiT preset loading vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different model families and failures: a video-input regression versus missing `num_labels` propagation in Qwen3.5 config." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Unrelated failures: Qwen2-VL multi-GPU training vs GenerationMixin import error." + "reason": "One is a Qwen3 device-mapping CUDA assert; the other is inconsistent outputs from compiled chunked generation. Different code paths." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Different load paths and symptoms: MobileLLM key error vs AutoImageProcessor-from-URL loading." + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer task AttributeError are unrelated subsystems." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Different model-level issues: auxiliary loss normalization vs DeepseekV3MoE implementation divergence." + "reason": "Both mention `trust_remote_code`, but one is missing fields in `AutoConfig` while the other is removal of `is_torch_fx_available` breaking remote-code models. Not the same bug." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Different problems: Gemma4 device mismatch during forward vs sinq save/load quantization breakage." + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference on B200 are different hardware/backend issues." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Unrelated errors: missing PyTorch import vs Trainer GPU broadcast NoneType type error." + "reason": "BLIP2 dtype loading issue and flash-attention `s_aux=None` crash are separate problems." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Different regressions: audio chat-template sampling-rate default vs processor.tokenizer/images regression." + "reason": "Trainer broadcast `NoneType` error is unrelated to `num_input_tokens_seen` not updating." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Different failures with no shared code path: PyTorch import error vs MacOS bus error on CLIP model." + "reason": "Different models and defects: dtype propagation in BLIP2 versus an MPS attention correctness issue." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Different code paths: BitNet packed-weight loading vs DiaConfig custom token ID persistence." + "reason": "Trainer `_gpu_broadcast_one` TypeError and Qwen2-VL multi-GPU training are not the same underlying issue." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Different issues: SigLIP2 wrong outputs vs return_tensors being ignored when text_kwargs is passed." + "reason": "Both touch save/load behavior, but one is tied-weight serialization by device and the other is quantized sinq persistence; too different to merge." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Different loading bugs: gguf_file handling vs inability to load ScandiBERT." + "reason": "Legacy field loading for BEiT and unpacking packed weights for BitNet are unrelated loading bugs." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Different bugs: CPU offload device mismatch vs config save/load losing custom token IDs." + "reason": "BEiT pretrained loading failure and Bamba compile/SDPA failure are unrelated." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Different model/runtime failures: Qwen3.5 hidden-states bug vs FP8 inference failure on B200." + "reason": "Model preset loading legacy-field bug versus OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:33666", - "right": "issue:36331", + "right": "issue:36010", "accept": false, - "reason": "Different training problems: Qwen2-VL multi-GPU support vs custom trainer signature mismatch." + "reason": "Multi-GPU training for Qwen2-VL and `GenerationMixin` import failure are unrelated." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Different subsystems: BitNet accelerate loading bug vs MLukeTokenizer AttributeError." + "reason": "MobileLLM key error on load and `AutoImageProcessor` URL loading are different loading paths and failures." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Similar theme of missing config fields, but different models and attributes; not the same underlying bug." + "reason": "Gemma4 device-map forward mismatch and sinq quantized save/load breakage are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Different issues: SigLIP2 implementation mismatch vs pipeline translation-task messaging in v5." + "reason": "Audio chat-template sampling-rate default bug and processor/tokenizer regression are different processor behaviors." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Both involve config behavior, but one is Smollm3 RoPE layer dropping and the other is GPTNeoX rotary_pct reload behavior." + "reason": "BitNet packed-weight loading and DiaConfig losing custom token IDs are separate serialization/load bugs." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Same model family, but doc-example errors and JAX/HF implementation divergence are distinct problems." + "reason": "`gguf_file` breaks model/tokenizer loading, while ScandiBERT load failure is a separate model-specific issue." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Unrelated: Phi-4 multimodal load failure vs PEFT minimum-version bump to an unreleased release." + "reason": "CPU offload device mismatch in bark-small and DiaConfig token-ID loss are unrelated." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Different Qwen3.5 bugs: video-input regression vs num_labels propagation." + "reason": "SigLIP2 model/pipeline nonsense output and `return_tensors` being ignored are not the same defect." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Different runtime areas: Blip2 dtype casting issue vs MPS attention correctness bug." + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are different issues." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Same model family, but hidden-states output bug and save_pretrained key regression are different code-path failures." + "reason": "Embedding dtype drift in eval versus incorrect auxiliary-loss normalization are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Different problems: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + "reason": "Qwen2-VL multi-GPU training issue and `compute_loss` unexpected kwarg error are distinct trainer problems." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behavior; not the same bug." + "reason": "Missing `num_labels` propagation and NaNs in classification heads are not the same underlying bug." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Unrelated Qwen issues: video-input processing vs flash-attention generation behavior." + "reason": "BitNet loading failure and MLukeTokenizer AttributeError are unrelated." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both concern missing pad-token config fields, but they affect different model configs (`pad_token_id` vs `pad_token_idx`) and lack evidence of a shared code-path bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Different Gemma4 concerns: mm_token_type_ids defaulting vs multi-GPU inference CUDA OOM." + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are different kinds of issues." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer truncation and GPTNeoX rotary_pct reload behavior are both rotary-related but not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug and MacOS bus error in CLIP model loading are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example/model-processor mismatch and the other is a core HF-vs-JAX implementation discrepancy; not the same change or bug." } ] }, @@ -7246,10 +7303,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:29942", - "issue:30333", "issue:33357", "issue:33666", "issue:39692", @@ -7260,12 +7315,13 @@ "issue:43334", "issue:43493", "issue:43504", + "issue:43540", "issue:43572", "issue:43575", "issue:43606", "issue:43646", "issue:43653", - "issue:43688", + "issue:43701", "issue:43756", "issue:43824", "issue:43844", @@ -7274,262 +7330,262 @@ "issue:44112", "issue:44291", "issue:44361", - "issue:44423", "issue:44464", "issue:44466", "issue:44488", "issue:44493", + "issue:44568", "issue:44589", - "issue:44625", - "issue:44734", "issue:44792", "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", "issue:45083", + "issue:45200", "issue:45229", + "issue:45357", "issue:45405", "issue:45520", "issue:45584", - "issue:45588", - "issue:45701", - "issue:45704", "issue:45759", + "issue:45812", "issue:45823", - "issue:46050", "issue:46285" ], "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:43278|issue:43844", "issue:44488|issue:44843", "issue:39692|issue:43295", "issue:44493|issue:46285", "issue:43756|issue:45083", - "issue:43688|issue:45704", - "issue:43493|issue:43844", "issue:43646|issue:44466", "issue:43334|issue:43572", + "issue:43257|issue:43299", "issue:45229|issue:45823", "issue:33357|issue:33666", "issue:43334|issue:45759", "issue:43927|issue:44361", "issue:44589|issue:45520", - "issue:43824|issue:44589", "issue:43504|issue:43606", - "issue:43278|issue:43844", - "issue:44625|issue:45759", - "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:43278|issue:43701", + "issue:44464|issue:45584", "issue:43572|issue:44291", "issue:43575|issue:45405", - "issue:43504|issue:43653", "issue:43606|issue:44112", + "issue:43504|issue:43653", "issue:44792|issue:45405", - "issue:43688|issue:45701", - "issue:44464|issue:45584", - "issue:45588|issue:46050", - "issue:43994|issue:44493", - "issue:44423|issue:44734", - "issue:29942|issue:30333" + "issue:43994|issue:44493" ], - "prepared_review_unit_hash": "6e67211796c306eb21e91c55499108a7f6772359d7efc5ed4b7c9c6d23b4778e", + "prepared_review_unit_hash": "9f4a54354ffaa3f8d589e191ffb3435ee10c390ea3054d39ef74b41bf6c87d9c", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36599, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36003, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports across different models and subsystems; none of the soft pairs look like the same underlying issue strongly enough to merge. No pull requests are present.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43646 is the broadest umbrella regression here (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the best representative issue among a set of mostly narrower model-specific load/runtime bugs.", + "summary": "This cluster is highly heterogeneous: the paired items span unrelated model-loading, tokenizer, configuration, training, inference, and dependency-regression issues. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items cover many distinct regressions across different models and code paths rather than one shared defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most general and central issue title in the set, and best fits as the cluster representative if one issue must be chosen.", + "best_issue_reason": "No good global issue representative: the cluster is too mixed to anchor on one issue without losing important distinctions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both involve loading/tokenizer behavior, but one is a specific model load failure and the other is an offline-mode hub lookup bug; different underlying causes." + "reason": "Model-load failure vs unreleased dependency version bump; unrelated symptoms and causes." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Doc-example errors in SigLIP2 versus a regression in processor/tokenizer handling for custom model code; not the same bug." + "reason": "Hidden-states output bug vs incorrect visual-encoder save keys; different code paths." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "One is a broad unexpected-key symptom during model loading; the other is a specific CLIP class structure inconsistency." + "reason": "Both are tokenizer regressions, but for different models and different failures; not one concrete bug." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 is unrelated to the qwen3_omni_moe feature-extraction helper behavior." + "reason": "Video-input processing error vs flash-attention generation issue; distinct failures." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different defects in different code paths." + "reason": "Missing multimodal token-type IDs for finetuning vs CUDA OOM in multi-GPU inference." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the DeepSpeed/gradient regression." + "reason": "SigLIP2 HF/JAX implementation mismatch vs DeepSpeed gradient blow-up; different problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval vs ZeRO-3 gradient anomaly; unrelated root causes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-specific load failure vs offline hub lookup regression; overlap in loading only." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example mistakes vs processor/tokenizer API regression; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys vs CLIP text-model structure change; different model internals." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer count bug vs feature-extraction length helper bug; unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization failure and lm_head serialization depending on device are different code paths and symptoms." + "reason": "Custom model init breakage vs serialization inconsistency for lm_head.weight; different paths." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing-config-attribute reports after v5, but they affect different models and different fields, so they are not the same bug." + "reason": "Both involve missing config token IDs after v5, but for different configs/fields and not one concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both touch Qwen3 MoE loading, but one is weight conversion with accelerate/deepspeed and the other is dev-version loading failure." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "CUDA OOM in multi-GPU inference and a forward-pass device mismatch are distinct failures." + "reason": "Multi-GPU OOM vs PLE device mismatch during forward; different runtime issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." + "reason": "Mac bus error on CLIP vs Qwen2-VL multi-GPU training; unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and not unwrapping text_config for composite Qwen configs are different loading bugs." + "reason": "Qwen3-VL pad_token_id loss vs composite config text_config unwrapping; different loading bugs." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config token IDs being lost on save/load is unrelated to MLukeTokenizer\u2019s task-time AttributeError." + "reason": "Config save/load token-ID loss vs tokenizer AttributeError on tasks; distinct failures." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "A missing Float8 storage type and a flash_attn import KeyError are different environment/import problems." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Qwen2.5-VL import failure is unrelated to the Float8 storage lookup error." + "reason": "Float8 storage lookup error vs flash_attn import key error; unrelated environment/runtime issues." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field loading failure and CPU-offload device mismatch are different bugs." + "reason": "Legacy-field model loading issue vs CPU-offload device mismatch; different subsystems." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to the ZeRO-3 gradient increase regression." + "reason": "ImportError for a model class vs missing Float8 storage object; unrelated." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "num_labels propagation and text_config unwrapping are separate configuration issues." + "reason": "Embedding dtype change vs resume-from-checkpoint key mismatch; not the same bug." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is about accelerate/deepspeed weight conversion and the other about a dev-version load break; not clearly the same defect." + "reason": "Compiled-forward chunked generation inconsistency vs empty-transcription handling in Whisper; different behaviors." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx after v5 and unexpected _is_hf_initialized with init_empty_weights are different API regressions." + "reason": "Missing pad_token_idx in config vs unexpected init_empty_weights argument; separate API regressions." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM while loading a large model is unrelated to a PEFT version-bump packaging issue." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Legacy-field loading and tokenizer special-token registration are different problems." + "reason": "TP load OOM vs unreleased PEFT minimum-version bump; unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real device-mismatch bug and a stale CI test are not the same underlying issue." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "Janus image-generation test failure is unrelated to the PEFT release-version bump." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization and tokenization changing across versions are unrelated." + "reason": "CPU-offload device mismatch vs stale GraniteSpeech CI test; not the same issue." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after token alignment are different generation bugs." + "reason": "Pretrained preset load failure vs tokenizer special-token registration bug; different code paths." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "flash_attention sink-less-model crash and sinq save/load breakage are different issues." + "reason": "Janus image-generation test failure vs dependency version bump; unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different symptoms with different likely causes." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Two different transformers-serve crashes: one from multimodal tensor handling, the other from KV-cache continuation indexing." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs are unrelated." + "reason": "SigLIP2 wrong outputs vs unexpected position-id keys; different models and symptoms." } ] }, @@ -7551,285 +7607,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:15354", "issue:28218", "issue:29159", + "issue:29942", + "issue:30333", "issue:32090", - "issue:33357", "issue:34567", + "issue:37428", "issue:38175", "issue:39692", + "issue:42490", "issue:43232", - "issue:43278", "issue:43295", "issue:43450", "issue:43493", "issue:43540", - "issue:43572", - "issue:43688", + "issue:43582", + "issue:43696", "issue:43701", "issue:43844", "issue:43873", - "issue:43950", "issue:43957", "issue:44186", - "issue:44466", + "issue:44423", "issue:44521", "issue:44554", "issue:44610", + "issue:44734", "issue:44849", - "issue:44898", "issue:44964", - "issue:44987", + "issue:44977", "issue:45072", "issue:45084", - "issue:45127", "issue:45198", "issue:45200", "issue:45290", "issue:45356", "issue:45381", "issue:45406", - "issue:45412", "issue:45446", "issue:45520", + "issue:45588", "issue:45823", "issue:46050", "issue:46121", "issue:46192", "issue:46209", - "issue:46285" + "issue:46365" ], "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:42490|issue:43696", + "issue:29942|issue:30333", + "issue:45406|issue:46121", "issue:43844|issue:44964", - "issue:43688|issue:43873", "issue:29159|issue:32090", "issue:28218|issue:34567", + "issue:43582|issue:44977", "issue:44554|issue:45446", "issue:15354|issue:38175", "issue:45084|issue:45520", "issue:43540|issue:45200", "issue:44521|issue:45290", - "issue:43873|issue:46050", "issue:45200|issue:45823", - "issue:43278|issue:43701", "issue:45072|issue:45198", "issue:44186|issue:46192", - "issue:45406|issue:46121", + "issue:37428|issue:43957", + "issue:43493|issue:43701", "issue:43232|issue:44849", "issue:45823|issue:46192", - "issue:43493|issue:43701", - "issue:28218|issue:33357", + "issue:45381|issue:46209", "issue:43295|issue:43450", + "issue:44554|issue:46365", "issue:43295|issue:44610", "issue:39692|issue:46192", "issue:44554|issue:45356", - "issue:43572|issue:44987", - "issue:45381|issue:46209", - "issue:43295|issue:43873", - "issue:44898|issue:45412", - "issue:43950|issue:46285", - "issue:43572|issue:43957", - "issue:44466|issue:45127" + "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "175c1006598f43d46a9cfa8989007ba21a65139e3a66e82bea589c1fbaaa112f", + "prepared_review_unit_hash": "ab166785a63c90df50b324a7f545559cd811dc8959fcf37ae8f314ce4bfa55a7", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36957, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "soft_pair_count": 29, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft-similarity links generally point to related subsystems (tokenizers, processors, quantization, generation), but not the same underlying bug or change. No soft edge is strong enough to merge.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the best representative only by cluster centrality: it is open, has the most discussion/inbound attention among the broadly recurring quantization/offloading topics, and reads like a substantive user-facing regression. The cluster as a whole is not a true duplicate set.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues spanning tokenizers, serving, multimodal processors, quantization, attention, and training/runtime bugs. There is no strong cluster-wide duplicate pattern; the only near-duplicate I\u2019d treat as the same underlying regression is the Gemma4Processor/tokenizer `_tokenizer` breakage.", + "confidence": 0.45, + "canonical_issue_reason": "Issue 43295 is the best anchor because it captures the broader Gemma4Processor tokenizer regression, and issue 45406 looks like the same underlying `_tokenizer`/processor API break manifesting in `transformers serve`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster because it has high activity and a broad, concrete failure mode. It is not a perfect canonical duplicate, just the least arbitrary representative.", + "best_issue_reason": "43295 is the most representative single issue in the only credible duplicate pair; it is broader than the serve-specific crash in 45406.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Different problems: ZeRO-3 gradient growth during training vs model loading failure for a specific multimodal model." + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load of a quantized model; different bugs." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling and quantized model serialization are unrelated code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is continuous batching with multimodal models and the other is KV-cache continuation indexing; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash-Attention CI failures and MLFlow reporting after failed training jobs are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Both mention training/inference behavior, but one is auxiliary-loss normalization in MoE models and the other is quantization/offloading behavior. Not the same bug." + "reason": "Gemma4Processor `_tokenizer` crash and RoPE validation list handling are different areas." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast TypeError." + "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` NoneType errors do not share the same bug." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Extra space after added token is a tokenizer formatting bug; TrainerState num_input_tokens_seen not updating is a training-state bookkeeping issue." + "reason": "Added-token spacing and TrainerState token counting are separate issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both are attention-related, but one is an MPS correctness bug in attention math and the other is a PyTorch version guard for flex_attention import." + "reason": "MPS attention correctness and PyTorch version gating for AuxRequest import are different problems." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "JIT export failure with GeneratorExp is unrelated to SigLIP2 zero-probability outputs." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are not the same bug." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template node compilation and flash_attn import KeyError are unrelated failures in different code paths." + "reason": "Template-node compilation error and flash_attn import key error are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Both involve multimodal inputs, but one is video processing in Qwen3OmniMoe and the other is Gemma4 text-only fine-tuning needing default mm_token_type_ids." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are distinct issues." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch chat templating, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." - }, - { - "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Both mention quantization/offloading, but one is offloading not working and the other is save_pretrained/from_pretrained corruption after sinq quantization. Different concrete bugs." + "reason": "Both touch apply_chat_template, but one is multimodal assistant masks and the other is tool-call/no-content crash; different failure modes." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 token-type defaults and a device_map='auto' PLE device mismatch are different issues." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to resume_from_checkpoint key mismatch." + "reason": "Gemma4 token-type defaults and PLE device placement are separate Gemma4 bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "BF16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is not the same as return_tensors being ignored when text_kwargs is passed explicitly." + "reason": "LayoutLMv2 tokenizer crashes and `return_tensors` being ignored are different tokenizer bugs." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to rope validation TypeError on JSON-loaded lists." + "reason": "Flash attention import failure and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 output_hidden_states behavior are different issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "A device mismatch with device_map='auto' is unrelated to ignored return_tensors behavior." + "reason": "Gemma4 device mismatch and `return_tensors` override behavior are unrelated." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint key mismatch." + "reason": "Qwen2.5-VL video position IDs and FP8 B200 inference are unrelated." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to a MacOS bus error in CLIP loading." + "reason": "Gemma4 processor/tokenizer regression and batched video processor shape bug are different code paths." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Processor/tokenizer regression and batched video-shape bug are both processor issues, but not the same underlying failure." + "reason": "MPS attention correctness and importing Trainer with datasets installed are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Shared processor wording is too broad; one is a processor/tokenizer API regression, the other is an image-size mismatch for OmDet-Turbo." + "reason": "Gemma4 processor/tokenizer regression and OmDet-Turbo processor size mismatch are unrelated." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 doc example/model-processor mismatch and quantization failure are unrelated to ignored return_tensors." + "reason": "SigLIP2 docs example errors and `return_tensors` being ignored are not the same bug." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading failure for physical-intelligence/fast." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated bugs." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory not being released are different subsystems and bug classes." - }, - { - "left": "issue:43950", - "right": "issue:46285", - "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structural changes in v5.6." + "reason": "Gemma4 processor/tokenizer regression and quantization offloading behavior are unrelated." } ] }, @@ -7851,8 +7912,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", "issue:41720", @@ -7860,281 +7923,279 @@ "issue:42915", "issue:43262", "issue:43278", - "issue:43295", "issue:43334", + "issue:43388", "issue:43450", "issue:43493", "issue:43525", "issue:43526", "issue:43550", + "issue:43572", "issue:43575", "issue:43653", - "issue:43696", - "issue:43819", "issue:43824", - "issue:43827", "issue:43844", "issue:43856", - "issue:43901", + "issue:43950", "issue:43957", "issue:43975", "issue:44112", "issue:44442", + "issue:44466", "issue:44514", "issue:44521", - "issue:44561", - "issue:44610", - "issue:44857", - "issue:45083", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", "issue:45198", "issue:45200", "issue:45290", "issue:45325", "issue:45412", "issue:45520", - "issue:45593", + "issue:45563", "issue:45759", "issue:46170", "issue:46178", "issue:46192", "issue:46209", - "issue:46234", "issue:46285", "issue:46326" ], "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:45520|issue:46178", + "issue:44466|issue:45127", "issue:43550|issue:43844", + "issue:37428|issue:43824", "issue:45200|issue:45325", - "issue:45520|issue:46178", "issue:43450|issue:43575", "issue:43334|issue:43525", - "issue:37428|issue:43957", - "issue:42490|issue:43696", + "issue:44792|issue:45563", + "issue:41720|issue:46209", + "issue:43388|issue:43526", + "issue:42490|issue:43493", + "issue:28218|issue:35141", + "issue:42915|issue:43824", "issue:43824|issue:43975", "issue:43278|issue:43856", - "issue:43526|issue:46192", "issue:45290|issue:46326", + "issue:43526|issue:46192", "issue:38175|issue:43493", "issue:43653|issue:44112", - "issue:42915|issue:43824", - "issue:43295|issue:43493", "issue:44442|issue:45198", "issue:38175|issue:45412", "issue:43262|issue:43450", - "issue:37428|issue:43824", - "issue:45520|issue:46170", "issue:45759|issue:46285", "issue:44514|issue:44521", - "issue:44561|issue:46234", - "issue:44610|issue:44857", - "issue:41720|issue:46209", - "issue:43827|issue:43901", - "issue:43819|issue:44112", - "issue:43819|issue:45083", - "issue:44857|issue:45593" + "issue:45520|issue:46170" ], - "prepared_review_unit_hash": "2dde93618d9329bf379289bc6c288ce00e7e2ff202340e7e05709f2ba6637433", + "prepared_review_unit_hash": "46883545a4884edebf4bf84c19449dc80c30ffdb4f4e965c36fa1c5d2db37da7", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36602, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "serialized_chars": 36809, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: import/backends, model-specific inference, processor/template behavior, docs, and training/memory issues. None of the soft pairs are convincing duplicates of the same concrete bug or change, so all should be rejected.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue fits this cluster because the issues are unrelated and do not converge on one underlying bug.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad topical similarity (tokenization, chat templating, model loading, multimodal models). I did not find any pair that clearly describes the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44521 is the best representative because it is broad, active, and well-referenced, and it sits in the most coherent subtheme here (chat-template/multimodal tokenization bugs).", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; the cluster spans multiple distinct subsystems and failure modes.", + "best_issue_reason": "Issue 44521 has the strongest combination of scope and relevance: it describes a concrete bug in `apply_chat_template` for multimodal inputs, has multiple inbound references, and is broader than the more narrowly scoped neighboring reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Both are training/inference failures, but one is Bamba SDPA torch.compile and the other is ZeRO-3 gradient behavior; different code paths and fixes." + "reason": "Both are loading-related, but one is StableLm config padding metadata and the other is a generic transformers>=5.1 loading failure for a specific model; no clear shared code-path bug." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Both touch multimodal Gemma/Qwen2.5-VL behavior, but one is a missing default for text fine-tuning and the other is a temporal rope-index scaling bug." + "reason": "Different failures: missing `pad_token_idx` in one config versus meta-device loading regressions in another." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both are backend/import utility errors, but they involve different missing backends and different failure modes." + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model behaviors." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Video processor batching shape bug vs model-loading OOM; unrelated problems." + "reason": "Non-persistent buffer corruption in `from_pretrained()` is a different bug from CLIP text-model structure inconsistency." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Both mention missing pad_token_id, but they are different model families and likely separate config bugs." + "reason": "Import guard/backend mapping issues, but for different backends and different failure modes." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "ImportError for a specific flash-attention helper vs meta-device loading regressions; not the same underlying issue." + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse after vocab extension; not the same bug." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Trailing-slash local model path warning is unrelated to a GPT-oss OOM." + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are different training/runtime problems." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Missing Qwen2.5-VL class import vs DeepSeek detokenization regression; different problems." + "reason": "Both are import errors, but for different symbols and model families." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "BF16-to-FP32 dtype mismatch in eval is not the same as MoE training memory inefficiency." + "reason": "Both are multimodal model bugs, but one is about default `mm_token_type_ids` and the other about RoPE temporal scaling." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs text_kwargs/return_tensors handling; different processor bugs." + "reason": "Batched video processor shapes and tensor-parallel OOM are unrelated issues." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Both involve chat-template behavior, but one is a crash on tool-call assistant messages and the other is continue_final_message on mistral_common tokenizers." + "reason": "Both are missing `pad_token_id` symptoms, but in different configs/models with no evidence of a shared root cause." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same bug." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer special-token registration bug vs a stale GraniteSpeech CI test; unrelated." + "reason": "Different hardware/runtime-specific failures: CUDA assert on A800 versus FP8 inference failure on B200." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Qwen3Moe FP8 config failure and a missing Qwen2.5-VL import are unrelated." + "reason": "Both involve labels, but one is metric-gathering for training/eval and the other is image processor label reduction." }, { - "left": "issue:43295", + "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Processor.tokenizer regression vs SigLIP2 implementation mismatch; different code paths." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Both are speech tokenizer issues, but one is AutoTokenizer loading and the other is save_pretrained/tokenization failure; not the same bug." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different code paths." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "SigLIP2 output issue vs RT-DETR memory reclamation; unrelated." + "reason": "Qwen3MoE FP8 failure and a Qwen2.5-VL import error are not the same issue." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Audio chat-template sampling-rate default vs video batched-shape bug; different processors and fixes." + "reason": "ImportError for a missing model class and incorrect detokenization are unrelated." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Different missing imports from different modules/symbols; not duplicates." + "reason": "Dtype drift in evaluation and MoE training memory usage are different problems." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Flash-attn backend mapping issue vs Windows ROCm/torch.distributed import problem; unrelated." + "reason": "Both touch chat templating, but one is a crash on tool-call assistant messages and the other is a `continue_final_message` issue for a different tokenizer path." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Composite Qwen text_config unwrapping bug vs CLIP text-model structure inconsistency; different model families and regressions." + "reason": "Label reduction in BEiT image processing and `return_tensors` being ignored are different preprocessing bugs." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Both are Qwen2.5-VL apply_chat_template bugs, but one crashes on batched padding=False and the other produces all-zero assistant masks; separate symptoms and likely separate fixes." + "reason": "These are related only at a very high level (SigLIP2 correctness); one reports zero probabilities, the other a broader HF-vs-JAX discrepancy, with no clear same bug evidence." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Both are missing import_utils helpers, but they break different optional features and are distinct API removals." + "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "OmDet-Turbo input-size mismatch vs LwDetrImageLoss AMP/CUDA crash; unrelated detection bugs." + "reason": "Different speech/tokenizer failures in different models and APIs." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Hardware-specific inference failures on different GPUs and model stacks; not the same underlying bug." + "reason": "SigLIP2 probability collapse and RT-DETR memory leak are unrelated model issues." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both are docs cleanups around removed pipeline APIs, but they reference different pipelines and different outdated parameters." + "reason": "Audio chat-template sampling-rate defaulting and batched video output shapes are different processor bugs." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "DAC forward/latents mismatch vs GraniteSpeech CI test flakiness; unrelated." + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency do not share a concrete code path." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "DAC STE mismatch vs qwen3_omni_moe feature-length helper behavior; different models and code paths." + "reason": "Both are `apply_chat_template` issues in Qwen2.5-VL, but one is a batching/padding crash and the other is incorrect assistant mask generation; too different to treat as the same bug." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss omission; distinct training issues." + "reason": "Python 3.13 flash-attn import handling and Windows ROCm torch.distributed dependency errors are unrelated import issues." } ] }, @@ -8156,18 +8217,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:28218", + "issue:29127", "issue:29942", "issue:32090", - "issue:35141", "issue:37428", "issue:39692", "issue:42490", "issue:43278", "issue:43335", - "issue:43388", "issue:43425", "issue:43504", "issue:43526", @@ -8178,16 +8237,19 @@ "issue:43720", "issue:43819", "issue:43825", + "issue:43827", "issue:43854", + "issue:43901", "issue:43931", "issue:44112", "issue:44206", "issue:44351", "issue:44448", "issue:44493", + "issue:44561", + "issue:44610", "issue:44743", "issue:44779", - "issue:44792", "issue:44855", "issue:44857", "issue:45083", @@ -8199,7 +8261,6 @@ "issue:45381", "issue:45459", "issue:45478", - "issue:45563", "issue:45584", "issue:45588", "issue:45593", @@ -8208,10 +8269,16 @@ "issue:46234" ], "soft_pairs": [ - "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:44610|issue:44857", "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", "issue:43606|issue:45083", - "issue:44792|issue:45563", + "issue:29942|issue:32090", "issue:37428|issue:43425", "issue:44448|issue:44743", "issue:45200|issue:45588", @@ -8221,262 +8288,272 @@ "issue:44855|issue:45083", "issue:45290|issue:45381", "issue:43819|issue:44493", - "issue:44206|issue:45823", "issue:43550|issue:44112", - "issue:29942|issue:32090", + "issue:44206|issue:45823", "issue:43335|issue:43504", "issue:37428|issue:44351", "issue:45588|issue:45859", + "issue:29127|issue:32090", "issue:43278|issue:43825", "issue:45459|issue:46234", "issue:39692|issue:43526", "issue:45310|issue:45478", - "issue:43388|issue:43526", "issue:43335|issue:45083", "issue:39692|issue:44493", - "issue:28218|issue:35141", "issue:43720|issue:44112", - "issue:44448|issue:44779", "issue:43335|issue:44112", + "issue:44448|issue:44779", "issue:43335|issue:45593", "issue:42490|issue:43854", "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "682003d0878c01c2e39ce12fa84093b6c4be8e620fbc8fb648e59d2ec580166b", + "prepared_review_unit_hash": "229709f6ae7d9ecd0ef668af0c2a1bd5dba1b40765bc772733b5b7eceeac460e", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37810, - "estimated_input_tokens": 9453, - "estimated_eval_tokens": 19162 + "soft_pair_count": 37, + "serialized_chars": 38966, + "estimated_input_tokens": 9742, + "estimated_eval_tokens": 19740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regression reports. The rest are related at a very broad theme level at most, but describe different models, code paths, or failure modes.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the clearest representative of the duplicated Qwen3.5 MoE from_pretrained regression pair, with the same title as the later report and an inbound reference.", + "summary": "Most items are unrelated bug reports across different models or subsystems. The only clear near-duplicate pair is issue:45310 and issue:45478, which share the same title, model family, and transformers>=5.4.0 `from_pretrained` regression context.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the earlier report in the Qwen3.5 MoE `from_pretrained` pair and is the best anchor for that near-duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best anchor for this cluster because it is the exact duplicate target for issue:45478 and describes a concrete, reproducible loading failure.", + "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it is the earlier of the near-duplicate pair and has the same title/model context as issue:45478.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-utils related, but they point to different missing helpers and different breakages." + }, + { + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA failure." + "reason": "Different models and failures: processor input-size mismatch vs AMP/CUDA loss crash." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different code paths and symptoms: feature extractor center arg crash vs Whisper empty-transcription generation failure." + "reason": "The failures are in different code paths and do not look like the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent conversion mismatch and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they describe different API/documentation mismatches." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and different observed behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "These are distinct bugs in different models/components." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are not the same issue." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Unrelated models/subsystems: CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper behavior." + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe output-length behavior." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning about num_return_sequences." + "reason": "Flash Attention test failures and Trainer NoneType broadcast errors are different failures." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Both are compatibility/import problems, but one is a missing symbol import and the other is a Torch 2.10 incompatibility report; not the same concrete bug." + "reason": "A missing flash-attention import and a broad Torch 2.10 compatibility issue are different problems." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and failure modes: Pegasus output drift vs Qwen3.5 recurrent-state reset with cache." + "reason": "Different models and code paths: Pegasus output regression vs qwen3_5 recurrent-state behavior." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux=None are separate bugs in different components." + "reason": "Gemma4 token-type-id defaults and flash-attention `s_aux=None` crashes are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge/tied embeddings collapse is unrelated to the category-count runtime limit." + "reason": "LoRA merge collapse and category-count overflow are distinct bugs." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "General loading breakage with base_model_prefix is not the same issue as Qwen3-VL weight-shape mismatch." + "reason": "Base-model-prefix loading breakage is not the same as Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different models and failures: sparse layer creation vs BigBirdTokenizer special-token decode issue." + "reason": "Different failures in different components: SwitchTransformers config vs BigBird tokenizer special-token registration." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 JIT parse/import failure is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Python 3.13 import parsing error and qwen3_omni_moe helper behavior are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL vision_position_ids bug are different features." + "reason": "Chat-template tool-call crash and qwen2.5-vl vision-position-id bug are different issues." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys across models." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Feature-extractor crash vs Gemma4 PLE device mismatch are different regressions." + "reason": "DAC latent mismatch and unexpected position-id key handling are unrelated." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to a stale GraniteSpeech device-override test." + "reason": "Bamba torch.compile/SDPA failure is unrelated to the GraniteSpeech stale-device test." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer NoneType broadcast errors are separate bugs." + "reason": "Unsupported `center` arg in LASR and Gemma4 PLE device mismatch are unrelated failures." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Beit pretrained preset legacy-field loading failure." + "reason": "SwitchTransformers sparse-layer config bug and BEiT legacy-field load failure are different code paths." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing flash-support helper import and missing HybridCache import are distinct import regressions." + "reason": "Both are import errors, but they involve different missing symbols and different causes." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different code paths." + "reason": "Flash-attention `s_aux=None` crash and Qwen3_5MoE rotary embedding CPU-offload issue are distinct." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` TypeError are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error-message regression." + "reason": "Embedding dtype drift during eval and pipeline translation-task messaging are unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling and missing is_falcon_mamba_ssm_available export are unrelated." + "reason": "Tokenizer protobuf error masking and missing falcon-mamba availability helper are different issues." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc-example errors do not match the BeitImageProcessorFast reduce_labels bug." + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast label reduction bug are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate reports of the same Qwen3.5 Moe from_pretrained error with identical title and same regression." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is Beit reduce_labels returning only one label." + "reason": "Same title, same model family, and the same Qwen3.5 MoE `from_pretrained` regression context; 45478 looks like a later repeat of 45310." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different issues in different components: SwitchTransformers sparse-layer config vs qwen3_omni_moe helper behavior." + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe helper behavior are unrelated." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc-example problems are unrelated to unexpected position-id key warnings." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer extra-space behavior is unrelated to embedding reinitialization after resize with tie_word_embedding=False." + "reason": "SigLIP2 docs example problems and position-id key warnings are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to the GraniteSpeech stale device-override test." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Different models and symptoms: Pegasus v4/v5 output differences vs Deepseek tokenizer incorrect results." - }, - { - "left": "issue:43335", - "right": "issue:44112", - "accept": false, - "reason": "SwitchTransformers config bug is not the same as the GraniteSpeech CI test flake." + "reason": "BitNet packed-weight loading and GraniteSpeech stale-device CI are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer creation bug and D-FINE auxiliary-loss omission are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different problems." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss AMP crash are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Summary is grounded in the packet: 45310 and 45478 have identical titles, and 45310 has an inbound reference, so treating them as the duplicate pair is conservative. The remaining soft-edge rejections are also phrased cautiously and distinguish different models, code paths, or failure modes rather than overstating duplication evidence." + "accept": false, + "feedback": "The main conclusion is plausible, but a few claims are too strong for the packet. The data supports that issue:45310 and issue:45478 are a very close duplicate/near-duplicate pair (same title, same model family, later repeat), but not an explicit 'exact duplicate.' Likewise, 'clearest concrete bug description' and 'same failure mode' go beyond what is directly shown in the packet. Please phrase the duplicate/canonical judgment more conservatively." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -8492,51 +8569,51 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:25251", - "issue:29127", + "issue:10000", + "issue:15354", + "issue:28218", "issue:29942", "issue:32090", + "issue:33357", "issue:34689", "issue:35141", - "issue:36010", "issue:37428", "issue:38175", "issue:40444", + "issue:41720", "issue:42490", "issue:43278", + "issue:43329", "issue:43381", "issue:43412", "issue:43526", "issue:43550", "issue:43575", "issue:43611", - "issue:43653", "issue:43701", "issue:43746", + "issue:43873", "issue:43927", "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", "issue:44568", - "issue:44743", "issue:44779", "issue:44857", "issue:44977", + "issue:44987", "issue:45072", "issue:45083", - "issue:45198", "issue:45229", - "issue:45245", "issue:45372", + "issue:45406", "issue:45491", "issue:45563", "issue:45588", "issue:45698", - "issue:45803", "issue:45823", "issue:45920", "issue:46192", @@ -8544,245 +8621,252 @@ "issue:46285" ], "soft_pairs": [ - "issue:45920|issue:46192", + "issue:34689|issue:35141", "issue:44360|issue:44561", + "issue:45920|issue:46192", "issue:38175|issue:44493", "issue:44857|issue:45072", "issue:44977|issue:45229", + "issue:43746|issue:46209", "issue:44448|issue:44977", - "issue:34689|issue:35141", + "issue:28218|issue:32090", + "issue:40444|issue:43526", "issue:43701|issue:45083", - "issue:29127|issue:32090", + "issue:29942|issue:35141", + "issue:32090|issue:33357", "issue:43550|issue:45083", + "issue:43873|issue:45229", "issue:43927|issue:45698", - "issue:40444|issue:43526", - "issue:29942|issue:35141", "issue:42490|issue:43575", + "issue:41720|issue:45229", "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:10000|issue:15354", "issue:44977|issue:45563", + "issue:37428|issue:44987", "issue:44857|issue:45588", - "issue:43746|issue:46209", - "issue:43412|issue:45588", "issue:44568|issue:45491", + "issue:43412|issue:45588", "issue:45372|issue:45588", "issue:43278|issue:43381", - "issue:45588|issue:45823", "issue:43611|issue:46285", - "issue:45198|issue:45803", - "issue:44448|issue:44466", - "issue:45245|issue:45563", - "issue:36010|issue:37428", - "issue:25251|issue:32090", - "issue:43653|issue:44743" + "issue:45588|issue:45823", + "issue:45372|issue:45406" ], - "prepared_review_unit_hash": "06ebc73c5821777d3fbc92b96ceb8c080e9c137f8763a5d5a3b5a317277c138c", + "prepared_review_unit_hash": "38ecbc68054f739bbe0edff0ddb5cb4a9bc6582f8d09f3a351084a52e027b13f", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36939, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "soft_pair_count": 31, + "serialized_chars": 37172, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose similarity cluster rather than a true duplicate group: the issues span many unrelated bugs across tokenization, loading, generation, serialization, and training. None of the suggested soft pairs look like the same underlying change or defect, so all should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying bug; they cover many unrelated regressions and feature areas.", + "summary": "This is a loose collection of Transformers issue reports across many unrelated areas (tokenizers, loading/saving, flash-attn, quantization, device mapping, export, and trainer/runtime errors). The soft pairs show superficial wording overlap, but none look like the same concrete underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45920 is the broadest open regression in the set and the closest thing to an umbrella topic, since it spans tokenizer failures across multiple model families. That said, the cluster is heterogeneous, so it is only a weak canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global representative for the cluster, since the overlap is mostly superficial wording rather than a shared root cause.", + "best_issue_reason": "Issue 45920 is the best representative for the cluster because it is open, high-signal, and covers a broad cross-model tokenizer regression. It is still not a true duplicate target for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both concern tokenizer behavior, but one is wrong token IDs across multiple models while the other silently ignores return_tensors when text_kwargs is passed; different code paths and fixes." + "reason": "Different failures: Llama model loading vs embedding resize/reinit behavior." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available and trust_remote_code import breakage." + "reason": "One is about a DSA/ReLU model component; the other is a v5 API removal breaking trust_remote_code models." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression across multiple models vs return_tensors being ignored in a different kwargs path." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Siglip2 zero probabilities and unexpected position-id keys are distinct model/runtime bugs with different symptoms and likely different causes." + "reason": "SIGLIP2 zero probabilities and position-id key warnings are unrelated symptoms and code paths." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention numerical/dtype problems, but one is a LwDetr AMP crash and the other is a SwitchTransformers/TimmWrapperModel bfloat16 mismatch; not the same bug." + "reason": "Both mention dtype/AMP, but they affect different models and different inference paths." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are unrelated problems." + "reason": "Flash-attention generation bug vs multi-GPU OOM are different problems." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference on B200." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift is a model-output regression, while the other is a Qwen3.5 flash-attention generation issue." + "reason": "Pegasus v4/v5 output mismatch is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; no shared code path." + }, + { + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Llama 3.2 model loading breakage and post_init reinitializing lm_head after resize are different lifecycle bugs." + "reason": "VLM iterable-dataset finetuning failure and BeitImageProcessorFast label handling are different bugs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe helper behavior." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is not the same bug as NoneType passed to _gpu_broadcast_one in Trainer." + "reason": "Flash Attention 2 test failures and embedding reinitialization are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe length computation." + "reason": "Trainer broadcast NoneType error vs Mac bus error on CLIP loading are distinct." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs and causes generation errors while the other loads the wrong custom module; different underlying failures." + "reason": "torch.compile/SDPA failure is not the same as a feature-extraction length helper bug." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure and BeitImageProcessorFast reduce_labels truncation are unrelated." + "reason": "Quantization/offloading behavior is a different issue from Gemma4 multi-GPU OOM." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Flash Attention 2 CI failures and token-embedding resize reinitialization are unrelated regression classes." + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local-model import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B." + "reason": "Trailing-slash import warning is unrelated to tp-induced OOM when loading Qwen2-57B-A14B." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as Gemma4 inference OOM." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Missing is_torch_fx_available and DeepSeek tokenizer regressions are separate v5 breakages affecting different subsystems." + "reason": "A removed utility breaking trust_remote_code is unrelated to a tokenizer producing wrong IDs." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Flash-attention generation bug and stale num_return_sequences warning in paged generate are different issues." + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to the multimodal token counting video-branch bug." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "LwDetr AMP crash and flash_attention.py s_aux=None crash are distinct attention-related failures, not one root cause." + "reason": "Old DistilBERT issue and torch.jit.script generator-expression limitation are different reports." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are unrelated." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale num_return_sequences warning." }, { - "left": "issue:43412", + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Different import/load regressions with no shared failing code path." + }, + { + "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export failure and sink-less flash_attention.py crash do not share the same code path." + "reason": "AMP loss crash and flash_attention.py s_aux=None crash are separate runtime failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer add_special_tokens regression and Gemma3 sliding-window NaN embeddings are different bugs." + "reason": "Tokenizer BOS/EOS regression is unrelated to Gemma3 NaN embeddings with mixed-length batching." }, { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor loading import error and flash_attention.py AttributeError are unrelated." + "reason": "Executorch export support issues are unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Embedding dtype drift between train/eval and inability to use gradient checkpointing in eval mode are different behaviors." + "reason": "Gemma4 processor import/load failure is not the same as the flash-attention sink-less-model crash." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch with device_map=auto are separate forward-path bugs." + "reason": "Eval-mode gradient checkpointing restriction is a different behavior from embedding dtype changes." }, { "left": "issue:43611", "right": "issue:46285", "accept": false, - "reason": "Both are v5 API/loading regressions, but they affect different model families and different structural assumptions." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Wav2Vec2 save_pretrained/tokenization failure and FuyuBatchFeature bare-except error handling are unrelated." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are both regressions, but they are not the same concrete bug." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count limit error and paged generate stale warning are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:37428", - "accept": false, - "reason": "These are different import errors for different symbols; they do not indicate one shared underlying breakage." + "reason": "Base-model-prefix loading breakage and CLIPTextModel structure changes are related only at a very broad version-regression level." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Pipeline top_k nesting change and Trainer NoneType broadcast failure are unrelated." + "reason": "Both are Gemma4-related, but one crashes in flash_attention.py and the other is a device-map mismatch in forward." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue and qwen3_5 recurrent-state reset bug are unrelated." + "reason": "Both involve Gemma4 processor loading, but one is a missing import and the other is a missing _tokenizer attribute in serve." } ] }, @@ -8804,25 +8888,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:10000", - "issue:15354", + "issue:25251", "issue:29127", "issue:29942", "issue:30064", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:39692", - "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43066", "issue:43278", - "issue:43329", "issue:43381", "issue:43421", "issue:43575", @@ -8838,270 +8920,258 @@ "issue:44265", "issue:44361", "issue:44442", + "issue:44448", "issue:44462", + "issue:44466", "issue:44479", - "issue:44610", - "issue:44734", + "issue:44743", "issue:44871", "issue:44977", "issue:45198", - "issue:45229", + "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", + "issue:45563", "issue:45712", + "issue:45803", "issue:46121" ], "soft_pairs": [ + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:45245|issue:45563", + "issue:25251|issue:32090", + "issue:43065|issue:43994", + "issue:43653|issue:44743", "issue:43065|issue:45412", - "issue:45459|issue:45712", + "issue:44206|issue:44479", "issue:43611|issue:46121", + "issue:45459|issue:45712", + "issue:32090|issue:33290", "issue:44186|issue:45198", + "issue:42490|issue:43873", "issue:29127|issue:34567", "issue:33357|issue:39692", "issue:44871|issue:44977", "issue:44361|issue:45198", - "issue:45372|issue:45459", - "issue:44206|issue:44479", "issue:43994|issue:45412", "issue:42915|issue:42994", "issue:29942|issue:30064", - "issue:43976|issue:45440", + "issue:45372|issue:45459", "issue:43278|issue:43575", "issue:43066|issue:44462", "issue:44265|issue:45198", - "issue:10000|issue:15354", - "issue:42490|issue:43873", - "issue:43873|issue:45229", - "issue:43065|issue:43994", + "issue:43756|issue:45440", "issue:43381|issue:43701", "issue:43421|issue:45491", - "issue:44734|issue:45406", - "issue:43653|issue:44442", - "issue:44610|issue:45412", - "issue:41720|issue:45229", - "issue:32090|issue:33357", - "issue:43756|issue:45440", - "issue:45372|issue:45406", - "issue:43278|issue:43329" + "issue:43653|issue:44442" ], - "prepared_review_unit_hash": "9067f8f39c17f20809851cb063c3dea097d297a77337d538e9b676d4eaa82ba8", + "prepared_review_unit_hash": "9a67b0c9bae3598c6657714cc2007fc4f64dbb09d441d381be3b77cbd81b07aa", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37103, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "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 matches are mostly broad thematic similarities (tokenizers, quantization, multimodal models, serve) rather than duplicate code paths. No PRs are present; issue 45229 is the most actionable standalone report, but it is not a true cluster canonical.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45229 is the strongest standalone anchor in this set because it has the richest discussion and a concrete, reproducible failure report; however, it does not actually subsume the other issues as duplicates.", + "summary": "This cluster is heterogeneous: the items cover unrelated tokenizer, training, quantization, vision, and docs issues. None of the proposed soft edges look like true duplicates of the same underlying bug/change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the cluster does not share one underlying defect and is too diverse to anchor on a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the best issue to triage first: it is specific, actively discussed, and describes a clear runtime failure with useful reproduction context.", + "best_issue_reason": "No strong best issue for deduplication: the cluster spans unrelated topics, so choosing one issue as representative would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Different bugs: dummy module cleanup vs model memory release on deletion." - }, - { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Both touch import/tokenizer behavior, but one hides tokenizer errors and the other is about leftover dummy classes." + "reason": "Different problems: Python-version compatibility vs a model-implementation divergence in DeepseekV3MoE." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Unrelated failures: base_model_prefix loading regression vs rope-validation TypeError." + "reason": "Both concern generation/model behavior, but one is output drift and the other is weight serialization; not the same bug." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Different tokenizer/model paths and different failure modes." + "reason": "One is a Wav2Vec2 save/tokenization failure; the other is a broad exception-handling bug in Fuyu batching. Different code paths." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "No real overlap: LayoutLMv3 error messaging vs TrainerState token counter not updating." + "reason": "Unrelated: category-count runtime error vs stale warning in paged generate()." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both mention vision-language models, but the failures are different and not the same code path." + "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Configuration mismatch for eos_token_id vs flash-attention generation bug." + "reason": "Dummy Conv2d placeholder issue vs SigLIP2 bad outputs; different models and failure modes." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Different tokenizers and different crashing conditions." + "reason": "Tokenizer special-token registration bug vs recurrent state reset in Qwen3.5 cache handling." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Separate import problems from different dependencies and call sites." + "reason": "Dummy class cleanup is unrelated to RT-DETR memory not being released on deletion." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Different regressions in different components: feature extractor vs video input processing." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "Nonsensical model outputs are unrelated to RT-DETR memory leaks." + "reason": "Feature extractor arg regression and video-input regression affect different components and models." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Both involve quantization, but one is a FP8 config failure and the other is model saving." + "reason": "Base-model-prefix loading breakage is unrelated to rope validation TypeError on JSON-loaded lists." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Flash Attention tests and segmentation-map processing are unrelated." + "reason": "Tokenizer error masking with protobuf absent is unrelated to dummy PT class leakage." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Python version support regression vs model implementation divergence." + "reason": "Trainer broadcast NoneType error and Adafactor/DeepSpeed OOM are different failure classes." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Different symptoms: dtype change in eval vs tensor-parallel OOM on load." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer decoder type mismatch is not the same as AutoTokenizer ignoring tokenizer.json." + "reason": "Import warning for local paths ending in slash is unrelated to quantization offloading behavior." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "torch.export compatibility issue vs tokenization/save_pretrained failure." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Completely different models and export/runtime problems." + "reason": "MacOS bus error for a community CLIP model is unrelated to SigLIP2 docs/example errors." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Trailing-slash import warning is unrelated to quantization offloading." + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation regression are different issues." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both are memory/quantization themed, but one is offloading behavior and the other is a multi-GPU OOM failure." + "reason": "MLukeTokenizer AttributeError is not the same as Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Different model subsystems and unrelated failures." + "reason": "Bad inference outputs for SigLIP2 are unrelated to RT-DETR memory release bugs." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to resume-from-checkpoint key mismatch." + "reason": "FineGrainedFP8Config failure and quantized model saving failure are separate quantization problems." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Runtime special-token updates and NaN embeddings are different bugs." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Both are serve crashes, but one is KV-cache indexing and the other is a missing processor attribute." + "reason": "Gemma 4 processor import failure due to ReasoningEffort missing is unrelated to protobuf exception masking." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Tokenizer special-token registration and AutoTokenizer loading failures are different issues." + "reason": "Embedding dtype drift in eval and tensor-parallel OOM when loading Qwen2-57B are different issues." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Processor image-size mismatch is unrelated to model memory reclamation." + "reason": "Tokenizer decoder-type regression and ignoring tokenizer.json are both tokenizer-related but not the same concrete bug." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Different GPU failures: cudaErrorAssert during device mapping vs OOM during multi-GPU inference." + "reason": "torch.export/export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Trainer broadcast type error and Mac bus error are unrelated." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model-specific correctness bugs." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Model architecture discrepancy in Smollm3 vs DeepSeek implementation mismatch." + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are separate training issues." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Gemma4 processor import failure is not the same as the serve-side missing _tokenizer attribute." + "reason": "Runtime post-processor update bug in TokenizersBackend is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Embedding dtype drift and multimodal token counting bug are unrelated." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." } ] }, @@ -9123,18 +9193,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:28218", "issue:29127", "issue:29942", - "issue:32090", "issue:33290", "issue:33357", "issue:34567", + "issue:34689", "issue:35141", "issue:36010", - "issue:38175", "issue:42490", "issue:42915", "issue:43262", @@ -9146,7 +9214,6 @@ "issue:43575", "issue:43646", "issue:43701", - "issue:43723", "issue:43761", "issue:43824", "issue:43931", @@ -9158,13 +9225,16 @@ "issue:44387", "issue:44442", "issue:44464", - "issue:44554", + "issue:44610", + "issue:44625", "issue:44743", "issue:44811", "issue:44857", "issue:44977", + "issue:45003", "issue:45072", "issue:45245", + "issue:45412", "issue:45440", "issue:45491", "issue:45584", @@ -9175,217 +9245,231 @@ "issue:45907" ], "soft_pairs": [ - "issue:43526|issue:45834", - "issue:29942|issue:36010", - "issue:43723|issue:44554", - "issue:43761|issue:45859", + "issue:44610|issue:45412", + "issue:29127|issue:33357", "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:29942|issue:36010", + "issue:43526|issue:45834", "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:43761|issue:45859", + "issue:44625|issue:45584", + "issue:42915|issue:43931", + "issue:44442|issue:45072", "issue:43575|issue:43701", "issue:44977|issue:45245", "issue:43575|issue:44387", - "issue:43526|issue:44857", "issue:42490|issue:43381", + "issue:43526|issue:44857", "issue:43334|issue:43531", - "issue:43824|issue:44279", - "issue:44442|issue:45072", - "issue:43646|issue:44077", - "issue:42915|issue:43931", - "issue:29127|issue:35141", "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:43646|issue:44077", "issue:44743|issue:44811", "issue:43452|issue:45588", - "issue:44977|issue:45584", - "issue:33357|issue:38175", "issue:44062|issue:45907", - "issue:28218|issue:32090", - "issue:44464|issue:45491", - "issue:33290|issue:34567" + "issue:33290|issue:34689", + "issue:33290|issue:34567", + "issue:33290|issue:35141", + "issue:45003|issue:45440" ], - "prepared_review_unit_hash": "9f85bb7db44225752cd95a43dca8c98d86e5cde7a30fc3d78edb79bbc3e60606", + "prepared_review_unit_hash": "3f620c3c88f5c9c984aa908fc401481184b528f008a8bcf6d52446cf1841ebbd", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35352, - "estimated_input_tokens": 8838, - "estimated_eval_tokens": 17932 + "soft_pair_count": 28, + "serialized_chars": 35913, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs span unrelated tokenizer, model-loading, training, and inference bugs, so none should be merged as duplicates. I\u2019d anchor the cluster on the open Whisper regression issue as the most actionable representative.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45584 is open, recent, and has the clearest reproducible failure path with inbound attention, making it the best anchor among this mixed set.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad vocabulary or the same subsystem, but they describe different bugs, regressions, or model-specific failures. I would not consolidate any of the suggested pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "It is the most actionable issue in the set: specific symptom, active discussion/inbound refs, and still open.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Both mention model/runtime problems, but one is an image-size mismatch in OmDet-Turbo and the other is RT-DETR memory not being released; different failure modes and code paths." + }, + { + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Both are OCR/image-related, but one is a BEiT `reduce_labels` bug and the other is a Kosmos2.5 long-input index error; different code paths and failures." + "reason": "LayoutLMv3 error clarity vs MacOS bus error on CLIP are unrelated issues; only the generic \"crash/error\" theme overlaps." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation is a model parity bug; D-FINE missing auxiliary losses is a separate training-loss issue." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error is a concrete missing symbol problem; \"Dependency issue with transformers\" is too vague and not the same bug." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures vs a `GenerationMixin` import error are unrelated subsystems and bug types." + "reason": "Flash Attention 2 test failures and GenerationMixin import failure are different regressions in different areas." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT fast image processor label reduction bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "These both involve token/label processing, but one is a BEiT fast processor label-return bug and the other is LayoutLMv2Tokenizer crashing on NER/padding; not the same code path." + }, + { + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer loading regression in v5 and an MPS attention correctness issue are distinct problems." + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resizing token embeddings are separate issues." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3-MoE CPU-offload incompatibility do not look like the same bug." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility affect different models and behaviors." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "DeepSeek MoE divergence and D-FINE auxiliary-loss behavior are unrelated model issues." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated model/processor bugs." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Both involve preprocessing, but BEiT label reduction and LayoutLMv2 NER/padding crashes are different concrete bugs." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are distinct loading/configuration issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on load vs checkpoint key mismatch on resume are different failure modes." + "reason": "Qwen2-57B-A14B-Instruct TP OOM and resume_from_checkpoint key mismatch are different training/runtime problems." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and a category-count limit error are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and category-count limit error are not the same underlying defect." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is model loading with TP and the other is int4 quantization reserved-memory growth; different causes." + "reason": "Both are OOM-related, but one is tensor-parallel model loading and the other is int4 quantization increasing reserved CUDA memory; different causes." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Image label reduction and LwDetr float16/CUDA loss crashes are unrelated." + "reason": "Local-path trailing-slash import warning is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "A local-path import warning and a gradient-checkpointing eval-mode restriction are not the same issue." + "reason": "BEiT label reduction bug and LwDetrImageLoss AMP/CUDA crash are different image-model issues with no shared failure path." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing `pad_token_id` and Qwen3-MoE sliding-window behavior are distinct code paths." + "reason": "Qwen3-VL pad_token_id missing and Qwen3-MoE sliding_window behavior are separate model-specific bugs." }, { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "A specific Qwen2.5-VL import error and a generic dependency issue are not the same bug." + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor unsupported center arg are unrelated preprocessing bugs." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are unrelated." + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings under sliding-window attention are different generation/attention failures." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General v5 custom-model initialization breakage and a `patchtsmixer` post_init policy issue are not the same concrete regression." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model/config problems." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error-message clarity and embedding reinitialization in `post_init` are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting and an unsupported `center` argument in a feature extractor are different bugs." + "reason": "Transformers 5.0 custom model initialization breakage and patchtsmixer post_init policy are not the same bug." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper `skip_special_tokens` handling are unrelated." + "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens behavior involve different modules and symptoms." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "GGUF loading breakage and a flash-attention `s_aux=None` crash are different failure paths." - }, - { - "left": "issue:44977", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and Whisper empty-transcription/alignment failures are not the same bug." - }, - { - "left": "issue:33357", - "right": "issue:38175", - "accept": false, - "reason": "MacOS bus error in CLIP and zero probabilities in SigLIP2 are different model-specific issues." + "reason": "gguf_file load-path breakage and flash-attention s_aux=None AttributeError are separate loader vs attention integration issues." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "`AddedToken()` constructor TypeError and `list_repo_files` revision forwarding are unrelated." + "reason": "AddedToken duplicate special kwarg and list_repo_files not forwarding revision are unrelated API bugs." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer spacing after added tokens and a Trainer `_gpu_broadcast_one` NoneType error have no shared concrete code path." + "reason": "AdaFactor/deepspeed OOM and Llama 3.2 Vision model-loading breakage are distinct problems despite both being version-related." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Compiled-forward generation inconsistency and Gemma3 sliding-window NaNs are distinct correctness bugs." + "reason": "OOM with AdaFactor in deepspeed is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:33290", - "right": "issue:34567", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer/deepspeed memory OOM and token-embedding resize reinit are different issues." + }, + { + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Deepspeed Adafactor OOM and `num_input_tokens_seen` not updating are unrelated trainer/optimizer issues." + "reason": "Unsafe sys.modules access in modeling_utils is a framework-level safety bug, not the same as DeepSeekV3MoE implementation divergence." } ] }, @@ -9407,295 +9491,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:29127", - "issue:32090", "issue:33290", - "issue:33357", "issue:34689", "issue:36010", + "issue:36331", "issue:42175", + "issue:42490", "issue:42907", - "issue:43295", + "issue:43232", "issue:43316", "issue:43381", + "issue:43388", "issue:43493", "issue:43525", - "issue:43550", "issue:43611", "issue:43643", "issue:43650", "issue:43720", + "issue:43723", + "issue:43749", "issue:43761", - "issue:43825", "issue:43827", "issue:43873", "issue:43931", "issue:44077", + "issue:44079", "issue:44188", "issue:44190", "issue:44442", "issue:44479", "issue:44496", - "issue:44568", "issue:44743", "issue:44855", "issue:44871", "issue:44898", "issue:44913", - "issue:44964", "issue:44987", "issue:45137", "issue:45216", "issue:45290", - "issue:45440", "issue:45479", "issue:45698", "issue:45759", "issue:45803", "issue:46178", "issue:46202", - "issue:46234" + "issue:46234", + "issue:46365" ], "soft_pairs": [ - "issue:44442|issue:44898", "issue:43381|issue:43873", - "issue:44964|issue:45440", + "issue:44442|issue:44898", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:42175|issue:46234", + "issue:43232|issue:43388", + "issue:42490|issue:44743", "issue:43316|issue:43525", "issue:34689|issue:43611", - "issue:32090|issue:33290", + "issue:43761|issue:44188", "issue:43720|issue:44442", "issue:43931|issue:45216", - "issue:34689|issue:36010", + "issue:44077|issue:44479", "issue:44479|issue:45290", - "issue:44442|issue:45803", + "issue:34689|issue:36010", "issue:43493|issue:43827", - "issue:43550|issue:44743", + "issue:33290|issue:36331", + "issue:44442|issue:45803", "issue:42907|issue:45698", - "issue:42175|issue:46234", + "issue:44987|issue:46178", "issue:43873|issue:44871", + "issue:43749|issue:43931", "issue:43643|issue:44913", "issue:43316|issue:45759", - "issue:43761|issue:44188", - "issue:33290|issue:34689", "issue:44190|issue:44496", - "issue:44077|issue:44479", - "issue:44568|issue:45479", "issue:44855|issue:45137", - "issue:44987|issue:46178", "issue:43650|issue:46202", - "issue:29127|issue:33357", - "issue:43295|issue:43825" + "issue:45803|issue:46365" ], - "prepared_review_unit_hash": "85bd42c2ad797efa4ca14983c9ae015b379184009698d1d649cebf0a515fa09d", + "prepared_review_unit_hash": "294931f8b76c541d8a8ae62c44f138d0843a3cd8f357dc3e6d0948b3240d996c", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36420, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "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": "The set is highly heterogeneous. The soft-overlap pairs mostly share broad themes like model loading, config regressions, or v5 breakages, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43873 is the broadest open umbrella in the list, but it only covers quantization/offloading and the cluster is not actually one duplicate family.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports/regressions around loading, generation, configs, tokenizers, and backend availability. None of the soft-edge pairs look like true duplicates of the same concrete bug/change, so the pairwise merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the broadest, most central loading-regression report here: it names a concrete v5 model-loading breakage around `base_model_prefix`, which is more representative of the cluster than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the closest thing to a canonical anchor because it is open and broadly phrased, but it still does not represent the rest of the reports well.", + "best_issue_reason": "Issue 43611 is the best single issue anchor because it is concrete, high-signal, and broadly applicable to the many loading-related complaints in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Different failures: gradient checkpointing in eval mode vs quantization/offloading behavior." + }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different models and subsystems: tokenizer loading vs image-classification positional interpolation." + "reason": "Unrelated domains: tokenizer loading failure vs Perceiver image classification resolution/interpolation bug." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization/offloading." + "reason": "One is CLIPVisionModel hidden_states handling; the other is generic ModelOutput key assignment." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression vs zero-loss sequence-classification bug; no shared code path." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend install/export issue vs missing import utility symbol; different underlying problems." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after GPU sync vs distributed metric gathering of tuple labels." + }, + { + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Both concern multimodal model loading, but they are different models with different failure modes and code paths." + "reason": "Local path slash warning vs Qwen recurrent-state reset in cached generation." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API mismatches, but for different models and different missing fields." + "reason": "Different config API mismatches for different models and fields; not the same bug." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "One is a specific model-loading regression; the other is a generic base_model_prefix loading compatibility issue." + "reason": "Both are loading-related, but one is a specific Llama 3.2 Vision regression and the other is a broader base_model_prefix loading issue." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed OOM are distinct training failures." + "reason": "CLIPVision hidden_states omission is unrelated to attention kernel divergence under torch.compile." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Completely different areas: BitNet packed-weight loading vs tokenizer loading for a speech model." + "reason": "Accelerate unpacking of BitNet weights vs tokenizer class loading; different code paths." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen vision models, but one is a load-time shape mismatch and the other is a save_pretrained regression." + "reason": "Shape-mismatch model loading vs incorrect save_pretrained checkpoint serialization; not the same defect." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Model-loading regression and GenerationMixin import failure are different breakages." + "reason": "PatchTSMixer post_init allowance vs Qwen video-input regression; unrelated model behaviors." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression and chat-template tool-call crash are separate multimodal/chat code paths." + "reason": "Video input preprocessing regression vs chat-template tool-call crash; distinct features." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Tokenizer class loading and Fuyu tensor conversion error handling are unrelated bugs." + "reason": "Model-loading breakage for a specific Llama variant vs missing GenerationMixin import; separate regressions." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model implementation discrepancy vs documentation stale references; not the same bug." + "reason": "SigLIP2 implementation discrepancy vs outdated docs referencing pipeline(); no common bug." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM vs custom trainer compute_loss signature mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Different models and different runtime problems: torch.compile/SDPA vs cache/state reset logic." + "reason": "AutoTokenizer loading failure vs bare-except handling in Fuyu tensor conversion; different failures." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained." + "reason": "Dequantized save failure vs wrong custom module loaded after save_pretrained; both are serialization-related but not the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Backend installation/import-utils issue and missing import helper are unrelated." + "reason": "Model loading regression for a specific repo vs missing backend mapping for tensorflow_text." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is not the same as Gemma eos_token_id configuration mismatch." + "reason": "Quantization/offloading bug vs eos_token_id config inconsistency; unrelated behavior." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading issue vs Qwen3-VL shape mismatch; different loading paths and causes." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are reload/config persistence issues, but they involve different config mechanisms and different symptoms." + "reason": "trust_remote_code field loss vs GPTNeoX rotary_pct not persisting; separate config serialization bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both are config API concerns, but one is a Gemma3TextConfig discrepancy while the other is composite Qwen text_config unwrapping." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Hidden_states output regression and torch.compile attention-kernel divergence are separate issues." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Deepspeed OOM and model-loading breakage are not the same underlying defect." + "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM not unwrapping text_config; related area, but distinct issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in a training script is unrelated to unrecognized-model config loading." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "Model validation around post_init is unrelated to video-input regressions." - }, - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer special-token insertion and classification loss behavior are different layers of the stack." + "reason": "Local dataset loading script issue vs unrecognized model/config issue; no shared root cause." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python parsing/import error and DeepSpeed ZeRO3 deque error are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Model-loading failure for a specific repo and backend registry error for tensorflow_text are different problems." + "reason": "Python 3.13 DebertaV2 import parsing error vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder/low-signal issue versus Gemma pipeline roundtrip failure; no shared bug." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMV3 error-message clarity and MacOS CLIP bus error are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Processor/tokenizer regression and pipeline documentation/error-message mismatch are different v5 issues." - }, - { - "left": "issue:43873", - "right": "issue:45440", - "accept": false, - "reason": "Quantization/offloading and DeepSeek model implementation divergence are unrelated." + "reason": "Non-bug placeholder issue vs Gemma pipeline roundtrip failure; unrelated." }, { - "left": "issue:44479", - "right": "issue:44743", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Video-input regression and modular Qwen recurrent-state reset are separate model behaviors." + "reason": "Fuyu tensor conversion exception handling vs Trainer import conflict with datasets; different subsystems and causes." } ] }, @@ -9717,16 +9788,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:16998", + "issue:22355", "issue:25251", "issue:28282", - "issue:33290", + "issue:32090", "issue:35141", "issue:41950", "issue:42617", "issue:43065", - "issue:43232", "issue:43295", "issue:43316", "issue:43388", @@ -9737,14 +9809,16 @@ "issue:43504", "issue:43540", "issue:43550", - "issue:43572", "issue:43575", "issue:43606", "issue:43646", + "issue:43673", + "issue:43688", "issue:43701", "issue:43716", "issue:43742", "issue:43761", + "issue:43825", "issue:44077", "issue:44162", "issue:44479", @@ -9752,241 +9826,245 @@ "issue:44514", "issue:44534", "issue:44617", + "issue:44743", "issue:44792", "issue:44871", "issue:44877", "issue:44913", "issue:45127", "issue:45200", - "issue:45542", "issue:45584", - "issue:45656", "issue:45698", "issue:45803", "issue:46050", - "issue:46170", - "issue:46178", - "issue:46234" + "issue:46170" ], "soft_pairs": [ + "issue:43295|issue:43825", + "issue:43065|issue:44617", "issue:25251|issue:28282", - "issue:42617|issue:43575", "issue:43550|issue:43701", + "issue:42617|issue:43575", "issue:43606|issue:43701", - "issue:33290|issue:35141", + "issue:44077|issue:44534", + "issue:16998|issue:22355", "issue:43575|issue:43742", "issue:43540|issue:44514", - "issue:33290|issue:45656", "issue:43316|issue:43716", "issue:44871|issue:45584", "issue:43295|issue:44871", - "issue:43404|issue:43441", "issue:43316|issue:44877", + "issue:43404|issue:43441", "issue:44162|issue:44792", - "issue:43065|issue:44617", + "issue:43388|issue:43688", "issue:45803|issue:46170", + "issue:43761|issue:44479", "issue:41950|issue:43475", + "issue:43673|issue:44743", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43452|issue:44496", "issue:45127|issue:45200", - "issue:43761|issue:44479", - "issue:43504|issue:45698", - "issue:43232|issue:43388", - "issue:43572|issue:46178", - "issue:44077|issue:44534", - "issue:45542|issue:46234" + "issue:32090|issue:35141", + "issue:44617|issue:45584", + "issue:43504|issue:45698" ], - "prepared_review_unit_hash": "54c3ac9e5b7af01da31e61363a7d4edd6ebfeeffb7c56af7c7a7a41f6615871f", + "prepared_review_unit_hash": "fde605b1e813c6e3078c7dea21f64f012001df236d145f3480668268e142fa31", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35728, - "estimated_input_tokens": 8932, - "estimated_eval_tokens": 18120 + "soft_pair_count": 28, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the paired issues share only broad library surface area (loading, configs, generation, vision/video, deepspeed), not the same underlying bug. All soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items cover unrelated failures across pipelines, model loading, config serialization, deepspeed, and multimodal regressions.", + "summary": "No soft pair appears to be the same underlying bug or change. The cluster is a set of loosely related Transformers issues with broad topical overlap (v5 regressions, model loading, processor behavior, config quirks) but distinct root causes and fix paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the items span unrelated subsystems and symptom patterns, so forcing a canonical issue would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster is not a single duplicate family; the overlaps are only superficial.", + "best_issue_reason": "None of the issues is a good global representative for the cluster because there is no coherent duplicate set; at most they are thematically similar Transformer bugs, not one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both involve v5 regression messaging/processor behavior, but one is a processor/tokenizer API break and the other is a pipeline help-text issue for translation tasks; different bugs and fixes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention SAM 3/video, but one is a dummy Conv2d implementation detail in Sam3PixelDecoder and the other is CUDA OOM in Sam3Video; not the same code-path problem." + }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Different problems: pipeline output shape vs missing PyTorch import." + "reason": "Pipeline top_k output shape change is unrelated to an ImportError about missing PyTorch for AutoModel." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Unrelated failures: a parallel script error vs tensor-parallel OOM while loading a model." + "reason": "3d_parallel.py execution failure and tp loading OOM for Qwen2-57B are different failure modes and different code paths." }, { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Different code paths: torch.compile/SDPA runtime issue vs checkpoint key mismatch." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch during resume." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key handling." + "reason": "Optional post_init allowance for patchtsmixer is a model-construction policy issue, while junk non-persistent buffers is a broader v5 buffer initialization regression." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Deepspeed/Adafactor OOM is not the same bug as embedding reinitialization after resize." + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM loading a large model via tp is unrelated to a key error when loading MobileLLM." + "reason": "OOM when loading a large model with tensor parallelism is unrelated to a key error while loading MobileLLM-125M." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are video/text related, but one is a video-input processing error and the other is batched chat-template padding behavior." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention deepspeed optimizers, but one is OOM and the other is double optimizer stepping." + "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VL batched apply_chat_template crash are distinct multimodal preprocessing bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch involve different configs and different failure mechanisms." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Token-id configuration inconsistency is not the same as Whisper failing on empty transcription after token alignment." + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated generation/config bugs." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id config mismatch." + "reason": "Processor/tokenizer API regression and Gemma-3 eos_token_id config mismatch do not share the same underlying defect." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Weight-tying bug and FlashAttention failure are different Mistral3/Ministral3 issues." + "reason": "Gemma3TextConfig discrepancy and strict config blocking granite_speech loading are different config-validation issues." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Both involve config handling, but one is an API discrepancy and the other is strict config loading for granite_speech." + "reason": "Mistral3 lm_head tie-weight bug is unrelated to Ministral-3 FlashAttention failure." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." + "reason": "ESM2 model breakage and janus image-generation test failure are unrelated model-specific issues." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is not the same as Sam3Video CUDA OOM." + "reason": "gather_for_metrics dropping tuple labels is a Trainer/metrics batching bug; auxiliary loss normalization in OLMoE/GPT Oss is a model-loss computation issue." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors is unrelated to a Windows ROCm torch.distributed import/type issue." + "reason": "Bare except in Fuyu tensor conversion swallowing interrupts is unrelated to Windows/ROCm torch.distributed import/type errors." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen vision/video input regression are different model families and different forward-path bugs." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup bug and missing Sam3VisionEncoderOutput attribute are different failures." + "reason": "Video-classification pipeline processor selection and Sam3Video missing fpn_position_embeddings are unrelated issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and qwen3_5 recurrent state reset are both caching-related but affect different mechanisms and code paths." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Token-ID config inconsistency is unrelated to quantized save/load breakage." + "reason": "Gemma-3 eos_token_id mismatch and quantized-model save/load breakage with sinq are unrelated serialization/config problems." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization regression is not the same as GPTNeoXConfig rotary_pct persistence." + "reason": "Transformers 5 custom model initialization breakage and GPTNeoX rotary_pct reload bug are different initialization/config persistence issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF loading path breakage and missing model_type config error are separate from_pretrained issues." + "reason": "gguf_file breakage in tokenizer/model loading is unrelated to an unrecognized model type error from a missing config field." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merging collapse with tied embeddings is unrelated to Gemma 4 text-only mm_token_type_ids defaults." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different models and code paths." - }, - { - "left": "issue:43504", - "right": "issue:45698", - "accept": false, - "reason": "Legacy-field loading failure is not the same as loading the wrong custom module after save_pretrained." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs sync bug is unrelated to gather_for_metrics dropping tuple labels." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different training/data-prep bugs." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a backend-mapping error for tensorflow_text." + "reason": "NoneType GPU broadcast error in Trainer and output embedding reinitialization after resize are unrelated training/model-setup issues." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer initialization are different v5 behavior changes." + "reason": "Sam3Video CUDA OOM and Whisper empty transcription regression are different models, different failure modes." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Undefined tf backend error from tensorboard-only install is unrelated to a missing import_utils availability helper." + "reason": "Beit legacy-field loading failure and wrong custom module loaded after save_pretrained are distinct model-loading bugs." } ] }, @@ -10008,18 +10086,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:35141", "issue:41720", "issue:42490", "issue:43065", - "issue:43116", "issue:43335", - "issue:43540", + "issue:43525", + "issue:43531", "issue:43550", + "issue:43572", "issue:43644", - "issue:43673", "issue:43761", "issue:43827", "issue:43931", @@ -10027,270 +10105,264 @@ "issue:43994", "issue:44060", "issue:44077", - "issue:44112", "issue:44190", "issue:44242", "issue:44462", + "issue:44464", "issue:44479", "issue:44521", "issue:44534", "issue:44610", - "issue:44617", "issue:44734", - "issue:44737", - "issue:44743", "issue:44792", "issue:44855", "issue:44877", "issue:44913", + "issue:44933", "issue:44964", "issue:44977", "issue:45127", "issue:45245", "issue:45357", + "issue:45362", "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45632", - "issue:45803", "issue:45907", - "issue:45987", + "issue:46178", "issue:46234" ], "soft_pairs": [ + "issue:43572|issue:46178", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:45563|issue:45584", "issue:43761|issue:44242", - "issue:43673|issue:44743", + "issue:43525|issue:43531", "issue:44792|issue:44977", - "issue:44617|issue:45584", + "issue:43931|issue:44060", "issue:44190|issue:44964", "issue:44534|issue:44913", "issue:44792|issue:45600", + "issue:44464|issue:45563", "issue:44855|issue:45588", "issue:43827|issue:43994", "issue:44479|issue:44734", + "issue:35141|issue:42490", "issue:41720|issue:45245", "issue:43065|issue:44610", - "issue:43931|issue:44060", - "issue:45803|issue:45987", - "issue:35141|issue:42490", + "issue:44521|issue:45381", + "issue:44933|issue:45362", "issue:43644|issue:44913", "issue:43976|issue:44855", "issue:43550|issue:44190", "issue:45632|issue:46234", - "issue:44077|issue:44877", "issue:43335|issue:44855", + "issue:44077|issue:44877", "issue:45127|issue:45357", - "issue:44462|issue:45907", - "issue:43540|issue:44734", - "issue:44521|issue:45381", - "issue:43335|issue:44190", - "issue:44737|issue:45803", - "issue:44112|issue:45600", - "issue:43116|issue:44190" + "issue:44462|issue:45907" ], - "prepared_review_unit_hash": "cca4332c0c350731b5d877f2b82d6dd44f520976787f584b9a7ab88d2d85e2c1", + "prepared_review_unit_hash": "ddf68a64e942e575a7c501f45a6694de88c4b68496ae6a6f4a42a0c957aae710", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35928, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated bugs, regressions, docs, and model-specific failures. All soft pairs are false positives, so there is no true duplicate canonical issue/PR.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated closed issues. The only clearly recurring theme is a Transformers v5 non-persistent-buffer regression, but none of the provided soft pairs are true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43644 is the strongest root report for the only clearly repeated bug pattern here (v5 non-persistent buffers), and it predates the later reworded duplicate-style report 44534.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43644 is the best representative issue because it states the shared regression most generally and appears to be the original report rather than a later variant.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated backend/config typo vs TensorFlow-text backend mapping error; different code paths and symptoms." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend handling is a different import-utils issue than the missing Falcon Mamba availability helper." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate warning is not the same bug as Whisper failing on empty transcription after special-token alignment." + }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different bugs: CLIPVision hidden_states regression vs load-balancing loss omission in MoE routing." + "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing-loss omission are separate model behavior bugs." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Different cache problems: missing GenerationMixin cache in chunked_prefill vs Qwen3.5 recurrent states resetting." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different failures in different models: janus image-generation test vs Qwen3.5 flash-attention generation." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues do not share the same root cause." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Unrelated: Sam3Video CUDA OOM vs Whisper empty transcription after align_special_tokens." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/tie-weight problems." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading paths: local dataset example failure vs loading microsoft/Phi-4-multimodal-instruct." + "reason": "Local dataset loading in a training script is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different issues: non-persistent buffers junk in v5 vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload regression are distinct config/state bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Different targets: janus test failure vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings entries for removed Sam3LiteText configs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale num_return_sequences warning." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Different code paths: Python 3.13 import parsing error vs flash_attention crash on s_aux=None." + "reason": "Python 3.13 import parsing failure and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs reference cleanup vs runtime inference bug; not the same underlying problem." + "reason": "Docs still referencing pipeline() is not the same as Siglip2 producing bad outputs through AutoModel/pipeline." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different regressions: Qwen video-input handling vs serve KV-cache continuation indexing." + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different problems." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/reinit bug is unrelated to import warnings from loading a local model path with a trailing slash." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping cudaErrorAssert vs category-count limit RuntimeError." + "reason": "Qwen3 auto device mapping cuda assert and category-count limit are completely different failures." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different model/processor bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Different concerns: Qwen3-VL weight-shape mismatch on load vs wrong tied-weights warning in Qwen3-Next." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model size mismatch." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Unrelated utilities: bare except swallowing errors vs StaticCache.get_seq_length return type mismatch." + "reason": "Both involve multimodal inputs, but assistant mask generation and vision_position_ids are different code paths and bugs." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different topics: output embedding reinit after resize vs import warning for trailing-slash local model path." + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both config/runtime-related, but different bugs: junk buffers vs rotary_pct reverting on reload." + "reason": "The former is the non-persistent-buffer junk regression; the latter is a GPTNeoX config reload issue." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Different Python compatibility issues: version support problem vs @torch.jit.script parsing indentation error." + "reason": "Python version support regression and an IndentationError from torch.jit.script parsing are different issues." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different areas: Bamba torch.compile SDPA bug vs local dataset loading example failure." + "reason": "Bamba SDPA torch.compile failure is unrelated to local dataset loading in the no-trainer script." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Different API issues: cache-path collision for trust_remote_code vs missing import_utils symbol." + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import-utils availability symbol." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Both config-related, but not the same bug: post_init allowance vs strict config blocking granite_speech." + "reason": "Sparse-layer creation in SwitchTransformersConfig has nothing to do with Python 3.13 import parsing." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Different failures: sparse layer creation in SwitchTransformers vs DebertaV2 import parsing on Python 3.13." + "reason": "PatchTSMixer post_init policy and granite_speech strict-config loading are different configuration concerns." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different model behaviors: LoRA merge collapse with extended vocab vs incorrect visual encoder keys in save_pretrained." + "reason": "LoRA merge collapse with extended vocab is a different bug from Qwen3.5 saving incorrect visual encoder keys." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different repository/file-loading bugs: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Different multimodal/runtime bugs: Qwen3OmniMoe video input ValueError vs serve KV-cache continuation crash." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Different multimodal bugs: all-zero assistant masks vs wrong vision_position_ids in qwen2.5-vl video input." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "Unrelated example/model bugs: SwitchTransformers sparse-layer issue vs local dataset loading in image classification script." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "Different problems: XLNet CPU arange device bug vs FuyuBatchFeature bare-except handling." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "Different CI/config issues: stale GraniteSpeech device override test vs removed Sam3LiteText references in auto_mappings." - }, - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Different example-script failures: empty multi-label classification results vs local dataset loading error." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repo/file-resolution problems." } ] }, @@ -10312,296 +10384,298 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:36246", "issue:38175", "issue:38617", "issue:41628", + "issue:41950", + "issue:42175", "issue:42907", "issue:43065", + "issue:43116", "issue:43295", - "issue:43388", + "issue:43335", "issue:43404", "issue:43441", "issue:43479", - "issue:43526", "issue:43531", + "issue:43540", "issue:43643", "issue:43650", - "issue:43688", "issue:43854", - "issue:43901", + "issue:43976", + "issue:44016", "issue:44112", "issue:44186", + "issue:44190", "issue:44220", "issue:44246", - "issue:44464", + "issue:44279", "issue:44496", "issue:44561", "issue:44683", "issue:44734", - "issue:44933", + "issue:44737", "issue:44938", "issue:44964", + "issue:44987", "issue:45003", - "issue:45042", "issue:45216", "issue:45245", "issue:45276", - "issue:45335", - "issue:45362", "issue:45375", "issue:45446", "issue:45542", - "issue:45563", "issue:45584", - "issue:45588", "issue:45600", "issue:45632", + "issue:45803", "issue:46082", "issue:46121" ], "soft_pairs": [ + "issue:43540|issue:44734", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190", "issue:46082|issue:46121", "issue:44938|issue:45542", "issue:45276|issue:45584", "issue:43295|issue:45276", "issue:45245|issue:45584", - "issue:44464|issue:45563", "issue:43650|issue:44220", "issue:36246|issue:41628", "issue:43404|issue:45216", "issue:44186|issue:44734", "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:41950|issue:44016", "issue:44683|issue:45446", "issue:38175|issue:43065", + "issue:36246|issue:38617", "issue:43479|issue:45375", - "issue:44933|issue:45362", "issue:43643|issue:44496", + "issue:44016|issue:44220", "issue:43854|issue:44964", "issue:44964|issue:45600", "issue:44112|issue:44964", - "issue:45563|issue:45584", - "issue:36246|issue:38617", - "issue:44734|issue:45632", "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:43976|issue:44987", "issue:42907|issue:43441", - "issue:43531|issue:45600", - "issue:43526|issue:43901", - "issue:43295|issue:45335", - "issue:44496|issue:45042", - "issue:43441|issue:45588", - "issue:43388|issue:43688" + "issue:43531|issue:45600" ], - "prepared_review_unit_hash": "70412a1343a82be9c8cb9eb9e161d7b4814e9eeec3638277e662a0791300fdec", + "prepared_review_unit_hash": "24638b01695276e93dc34ab8a4a28d7848e540200d4a503a9e235de4c56d40bc", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36135, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37002, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like import errors, model-specific regressions, or tokenizer/config bugs, but they do not look like the same underlying defect. I found no safe duplicate issue pairs to merge.", - "confidence": 0.91, - "canonical_issue_reason": "issue:41628 is the clearest, most broadly applicable user-facing regression in the set: a direct top-level import failure with a concrete traceback and likely wide impact. The rest are mostly model- or component-specific reports rather than the same bug.", + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad themes like import errors, config bugs, or CI failures, but not the same concrete root cause. I would not merge any of the candidate pairs as duplicates. As a weak canonical anchor, issue 41628 is the clearest broad, user-facing core import regression among the set.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41628 is a concise, high-signal core import failure affecting the top-level Transformers API, which makes it a reasonable anchor among this otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the strongest anchor for triage because it is concise, reproducible, and represents a broad import/export breakage that is easier to act on than the more specialized model bugs.", + "best_issue_reason": "Issue 41628 is the best representative because it is clearly reproducible, user-facing, and impacts a broad import path rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Different failure modes in different validation helpers: one is LlamaConfig head_dim handling, the other is rope-parameter dict conversion on JSON-loaded lists." + "reason": "Different failure surfaces: video-input processing for Qwen3OmniMoe vs KV-cache continuation in transformers serve." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both mention loading/runtime compatibility, but one is a Python 3.14 import/load failure and the other is a TensorBoard-without-TensorFlow backend error." + "reason": "Unrelated bugs: SwitchTransformers config handling vs local dataset loading in an example training script." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Unrelated model behaviors: Gemma4 embedding resizing vs Whisper generation on empty transcription after token alignment." + "reason": "Different code paths and symptoms: XLNet device placement in positional encoding vs Fuyu batch tensor conversion exception handling." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both involve model internals changing after an API call, but they affect different models and different code paths (processor/tokenizer regression vs Gemma4 embedding tying)." + "reason": "Both are CI-related, but they describe separate breakages in different files/models with different root causes." }, { - "left": "issue:45245", + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different symptoms; one is multi-label classification output, the other is image-classification dataset loading." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Separate config-validation bugs: head_dim divisibility in LlamaConfig vs JSON-loaded rope-ignore-key type handling." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to missing TensorFlow backend installation." + }, + { + "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Completely different bugs: category-count overflow in one path versus Whisper empty-output generation failure." + "reason": "Different models and behaviors: Gemma4 embedding resizing vs Whisper empty-transcription generation." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A processor/tokenizer regression is not the same bug as Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is unrelated to a stale warning about num_return_sequences in paged generate()." + "reason": "Category-cardinality overflow is unrelated to Whisper generation on empty transcription." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The first is a placeholder/non-technical issue, while the second is a specific audio feature extraction bug." + "reason": "Placeholder issue text does not match the audio feature extraction bug." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate the same underlying export bug." + "reason": "Both are import errors, but they target different symbols and different modules; not the same underlying regression." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "One is untied lm_head weights in Mistral3ForConditionalGeneration; the other is incorrect saved checkpoints for Qwen3.5. Different model families and fixes." + "reason": "Different model-specific bugs: weight tying in Mistral3 vs checkpoint saving in Qwen3.5." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes on NER/padding versus KV-cache continuation tensor indexing in transformers serve are unrelated." + "reason": "Tokenizer crashes on NER batching are not the same as serve-side KV-cache indexing failures." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-time slowness and unsafe sys.modules access may both touch startup, but they are not the same concrete bug." + "reason": "Import slowness and unsafe sys.modules access are related only loosely; they are not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific TensorFlow extra installation issue vs vague dependency issue; no shared root cause is evident." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline logic bug is unrelated to a notebook syntax error." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a version-check/import-path bug for AuxRequest." + "reason": "Both mention flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is a version-check bug for AuxRequest import." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Unexpected zero probabilities in Siglip2 is unrelated to a dummy Conv2d used in Sam3PixelDecoder." + "reason": "Completely different models and failure modes: SigLIP2 zero probabilities vs Sam3 pixel decoder dummy Conv2d." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "One is default config initialization for Phi4MultimodalConfig; the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + "reason": "Different missing imports from different modules; not the same exported symbol regression." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "A missing import from image_utils is not the same bug as Qwen3.5-35B crashing in transformers chat." + "reason": "Different multimodal config bugs affecting different model families and fields." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both concern model/config loading, but one is trust_remote_code dropping fields from AutoConfig and the other is an unrecognized model/config.json issue." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Different model-loading failures for different repos; no evidence they stem from the same code-path bug." + "reason": "One is missing fields with trust_remote_code; the other is an unrecognized model/config missing model_type. Related area, but not the same bug." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "A model-load regression for Phi-4-multimodal-instruct is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "A notebook syntax error is unrelated to the audio feature extraction issue." }, { - "left": "issue:44112", + "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "A stale CI test in GraniteSpeech is not the same as a model-loading failure for Phi-4-multimodal-instruct." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale generate() warning and Whisper's empty-transcription crash are distinct behaviors with different triggers." + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Different missing symbols from different modules; they are both import errors but not the same concrete regression." + "reason": "Different trust_remote_code problems: an API removal breakage vs a cache-path collision for local models." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve/KV-cache tensor indexing is unrelated to trust_remote_code cache-path collisions for local models." + "reason": "Serve-side KV-cache indexing and local-model cache-path collisions are separate bugs." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is a different compatibility issue from cache-path collisions." + "reason": "Broad Python-version compatibility failure is not the same as a specific model load failure on a newer Transformers version." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral/Devstral, but one is save_pretrained after dequantization and the other is FlashAttention failure in v5 RC." + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures are different Ministral-family bugs." }, { - "left": "issue:43531", + "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references to removed Sam3LiteText configs." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to documentation drift in TextClassificationPipeline." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings regressions, but they affect different models and different tied-embedding paths." + "reason": "A model-loading regression is unrelated to stale auto_mappings references breaking CI." }, { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized model/config loading is unrelated to PIL backend image processors incorrectly requiring torchvision." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Ministral FlashAttention failures and sink-less flash_attention AttributeError on s_aux=None are different bugs in different code paths." - }, - { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "A metric-gathering truncation bug is not the same as incorrect auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." } ] }, @@ -10623,49 +10697,50 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:32090", - "issue:35141", "issue:38175", "issue:39692", "issue:41950", - "issue:42175", "issue:43295", "issue:43299", "issue:43381", + "issue:43441", "issue:43479", "issue:43525", + "issue:43526", "issue:43577", "issue:43650", "issue:43673", "issue:43824", - "issue:43854", "issue:43901", "issue:43976", "issue:44016", "issue:44062", "issue:44075", - "issue:44220", "issue:44242", "issue:44279", "issue:44336", "issue:44351", "issue:44368", "issue:44496", + "issue:44521", "issue:44617", "issue:44779", "issue:44933", "issue:45020", + "issue:45042", "issue:45103", "issue:45200", "issue:45216", "issue:45278", + "issue:45325", "issue:45335", "issue:45357", "issue:45372", "issue:45405", "issue:45584", + "issue:45588", "issue:45593", "issue:45759", "issue:45812", @@ -10674,245 +10749,245 @@ "issue:46234" ], "soft_pairs": [ - "issue:41950|issue:44016", + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:45372|issue:46234", + "issue:44496|issue:45042", + "issue:43441|issue:45588", "issue:43673|issue:44336", - "issue:42175|issue:44279", + "issue:44016|issue:44062", "issue:44075|issue:44368", "issue:43299|issue:45216", "issue:43901|issue:44496", "issue:43381|issue:45593", - "issue:44016|issue:44220", + "issue:43824|issue:44933", + "issue:43976|issue:44279", "issue:44496|issue:45759", - "issue:45372|issue:46234", - "issue:45335|issue:45584", "issue:43650|issue:46209", - "issue:32090|issue:35141", + "issue:45335|issue:45584", "issue:45103|issue:45372", "issue:44242|issue:45200", - "issue:38175|issue:44617", "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44521|issue:45325", "issue:43299|issue:45357", "issue:44279|issue:45405", - "issue:44351|issue:45278", "issue:44779|issue:45812", - "issue:43824|issue:44933", + "issue:44351|issue:45278", "issue:39692|issue:43901", "issue:41950|issue:45020", "issue:43295|issue:44779", - "issue:44016|issue:44062", "issue:43479|issue:43525", - "issue:41950|issue:45823", - "issue:43299|issue:43854", - "issue:43976|issue:45405" + "issue:41950|issue:45823" ], - "prepared_review_unit_hash": "3e8ee088c8ad287de07216e44e0dc35f1821142d7412c301f9a9f84484d3d22c", + "prepared_review_unit_hash": "eab7a690b9f3195e6e3823c9155ebd3d07742353130d7fdb47a461ac0cda2417", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36143, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated transformer issues; none of the proposed soft pairs look like the same concrete bug/change. I\u2019d anchor triage on the clearest self-contained regression report, Qwen3.5 save_pretrained checkpoint corruption (issue 45216).", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45216 is the most actionable standalone report here: it names a specific regression, version boundary, model family, and failure mode around save_pretrained.", + "summary": "This cluster is a heterogeneous mix of Transformers issues (tokenizers, multimodal configs, imports, checkpoints, docs, and runtime regressions). The soft pairs look superficially similar in theme, but they do not share the same concrete code path or fix, so none should be merged as duplicates.", + "confidence": 0.44, + "canonical_issue_reason": "issue:44521 is the broadest, most user-facing open issue in the set and has the strongest cross-cutting impact, but the cluster is too diverse to treat it as a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest representative issue for triage because it is precise, reproducible, and clearly scoped to one code path.", + "best_issue_reason": "issue:44521 is the best representative issue by scope and activity, but it still only covers one multimodal bug and does not unify the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a docs mismatch about return_all_scores. Different problems and fixes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer regression and a t5gemma embedding resize bug are unrelated code paths." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules and different loaders." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config vs PIL image processor torchvision dependency; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Video-classification processor lookup regression vs notebook syntax error; unrelated bugs." + "reason": "Both mention flash attention, but one is a model-specific Ministral-3 failure and the other is a sink-less s_aux=None crash in a different code path." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression vs ANSI escape output in loading_report; different subsystems and failures." + "reason": "Generation cache missing during chunked prefill is unrelated to ANSI codes in loading_report." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Packaging/backend dependency complaint vs vague dependency issue; no shared concrete code path." + "reason": "Notebook syntax error and AddedToken special-argument duplication are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer arguments ignored vs tie_word_embeddings warning; unrelated behavior." + "reason": "SGD args not used is unrelated to the tie_word_embeddings warning in a Qwen LoRA setup." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Model loading failure for Qwen3VL MoE vs Qwen3.5 save_pretrained corruption; different operations and bugs." + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained checkpoint corruption are different issues." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs unrecognized model/config error; not the same issue." + "reason": "Docs about return_all_scores do not overlap with a model import/config failure." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode vs D-FINE auxiliary loss omission; unrelated." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error vs fbank feature extraction issue; unrelated." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Unrecognized model/config loading failure vs AutoModelForCausalLM config unwrapping bug; different code paths." + "reason": "Missing Qwen2_5_VL export and missing image_utils import are different symbol/export issues." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Gemma processor import breakage due to mistral_common vs missing import_utils helper symbol; unrelated." + "reason": "Python-version compatibility problem and a generic dependency issue are not the same bug." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "resize_token_embeddings propagation bug vs Whisper empty-transcription failure after token alignment; unrelated." + "reason": "Unrecognized model config and AutoModelForCausalLM text_config unwrapping are different loading paths." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder/low-signal issue vs FP8 inference on B200; no overlap in underlying bug." + "reason": "Placeholder issue title and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Trainer GPU broadcast TypeError vs embedding reinit after resize_token_embeddings; distinct code paths." + "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate failures." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring crash with future annotations vs Gemma processor import error; unrelated." + "reason": "auto_docstring annotation parsing and a mistral_common import breakage do not share a code path." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load balancing loss vs default mm_token_type_ids behavior; different model logic." + "reason": "Router-logits load-balancing loss and mm_token_type_ids defaults are different model-loss/config bugs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities vs Sam3Video CUDA OOM; not the same bug." + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are completely different runtime problems." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Blip2 dtype not propagating vs Qwen3.5 save_pretrained checkpoint regression; unrelated." + "reason": "Both are multimodal, but one is assistant mask generation and the other is rope index scaling; different code paths." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL loading regression vs Qwen3.5 visual encoder key saving regression; different failure modes and versions." + "reason": "Qwen3VL loading failure and Qwen3.5 visual encoder save_pretrained bug are separate regressions." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs MIN_PEFT_VERSION bumped too high; not the same underlying problem." - }, - { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "Missing HybridCache export vs broad import errors after upgrade; too broad to treat as the same concrete bug." + "reason": "Generic dependency issue and MIN_PEFT_VERSION bump are not the same underlying defect." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; different model-specific tokenizer bugs." + "reason": "Deepseek tokenizer regression and Granite tokenizer regression are model-specific, not one shared bug." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Missing Qwen2_5_VL export vs missing image_utils import; unrelated import failures." + "reason": "Missing HybridCache import and broad import errors after upgrade are related only at a very high level, not the same code-path bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 doc example errors vs TextClassificationPipeline docs mismatch; different documentation issues." + "reason": "SigLIP2 doc example errors are unrelated to a TextClassificationPipeline docs note." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup bug vs remote_code model breakage; too broad and not the same change." + "reason": "Video-classification pipeline processor lookup and remote_code compatibility breakages are different issues." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor.tokenizer/images regression vs Deepseek tokenizer incorrect results; different model families and symptoms." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error vs AddedToken special-arg TypeError; unrelated." + "reason": "Processor/tokenizer regression and Deepseek tokenizer incorrectness are separate model-specific bugs." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig None-handling bug vs Llama4Config missing pad_token_id; unrelated config issues." + "reason": "Phi4Multimodal default config handling and Llama4Config pad_token_id attribute absence are unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup bug vs Gemma4 PLE device mismatch; unrelated." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test load failure; different model families and bugs." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python version compatibility issue vs unreleased peft dependency bump; unrelated release problems." + "reason": "Video pipeline image-processor lookup and Gemma4 PLE device mismatch are different subsystems." } ] }, @@ -10934,26 +11009,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:33290", + "issue:42175", "issue:42994", "issue:43065", + "issue:43262", + "issue:43299", "issue:43317", "issue:43441", "issue:43450", - "issue:43525", - "issue:43643", "issue:43650", "issue:43653", + "issue:43673", "issue:43723", - "issue:43784", - "issue:43881", + "issue:43761", + "issue:43854", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44246", "issue:44261", "issue:44263", "issue:44279", @@ -10963,21 +11040,20 @@ "issue:44462", "issue:44466", "issue:44521", - "issue:44617", "issue:44623", "issue:44671", "issue:44683", "issue:44749", "issue:44779", "issue:44898", - "issue:44987", "issue:45081", "issue:45276", - "issue:45325", "issue:45397", + "issue:45405", "issue:45542", "issue:45593", "issue:45600", + "issue:45656", "issue:45712", "issue:45823", "issue:45834", @@ -10985,20 +11061,21 @@ "issue:46132" ], "soft_pairs": [ + "issue:43299|issue:43854", + "issue:43976|issue:45405", "issue:44683|issue:45542", "issue:43650|issue:46132", "issue:44462|issue:45081", - "issue:43976|issue:44987", "issue:44297|issue:44462", - "issue:43976|issue:44279", "issue:43450|issue:44279", "issue:45081|issue:45907", "issue:44466|issue:45276", - "issue:44521|issue:45325", + "issue:44016|issue:44291", "issue:43441|issue:45834", "issue:42994|issue:43317", - "issue:45600|issue:45712", "issue:43653|issue:45593", + "issue:33290|issue:45656", + "issue:45600|issue:45712", "issue:44623|issue:44749", "issue:44623|issue:45397", "issue:43065|issue:44898", @@ -11008,229 +11085,207 @@ "issue:44016|issue:45823", "issue:43441|issue:44683", "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:43262|issue:44521", "issue:43723|issue:44162", - "issue:43450|issue:44617", - "issue:43525|issue:43881", - "issue:44297|issue:45397", - "issue:43901|issue:44246", - "issue:43525|issue:43643", - "issue:43784|issue:45542", - "issue:44016|issue:44291" + "issue:43673|issue:43761" ], - "prepared_review_unit_hash": "be70dee5d3ece0c49b6d4fda7a4d7f002583e9f5eb1e15231ac536a013a5a808", + "prepared_review_unit_hash": "b5041212007dbe73ef6cfba648f7b2457667874926ae4f1564c5205c142cfe1f", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36251, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36012, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose similarity set of mostly unrelated closed issues spanning tokenizers, model configs, multimodal processors, loading, and CI/doc bugs. I do not see any pair that clearly describes the same underlying defect or fix.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43643 is the most broadly framed API regression (AutoConfig/trust_remote_code returning missing fields), so it is the best representative of the cluster if one must be chosen.", + "summary": "This cluster does not appear to contain true duplicates; the soft pairs are mostly broad theme matches rather than the same bug/change. It looks like a noisy mix of unrelated Transformers issues, with tokenizer/loading bugs being the closest recurring theme.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 44462 is the clearest generic tokenizer-loading regression and the most broadly phrased among the tokenizer-related reports. That said, the cluster is too heterogeneous for a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43643 has the widest apparent blast radius and reads like a core loading/config serialization bug rather than a model-specific symptom.", + "best_issue_reason": "Issue 44462 is the best umbrella representative because it is concrete, user-facing, and closest to the small tokenizer/loading subtheme that appears in several nearby reports. It is still not a duplicate of the soft-edge candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions in v5, but they involve different models and different failure modes, so they are not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "One is a Python version/runtime compatibility problem; the other is a packaging dependency version bump. Same general area, but not the same issue." + }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Unrelated failures: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend handling." + "reason": "Completely unrelated: torch flex_attention compilation vs TensorFlow backend installation." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "Different topics: placeholder data request vs AttentionInterface.register behavior change." + "reason": "The first is not a concrete bug report, while the second is about AttentionInterface.register behavior. No shared underlying defect." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading bugs: ignoring tokenizer.json vs Mistral regex patch crashing on backend_tokenizer." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "No shared underlying bug: Python version compatibility vs loading a specific model in 5.1.0." + "reason": "Both concern tokenizer loading, but one is ignoring tokenizer.json and the other is a Mistral regex patch crash. Different code paths and fixes." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save metadata mismatch is distinct from AutoTokenizer preferring repo tokenizer.json." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Broad version support issue vs generic dependency problem; not the same defect." + "reason": "Both involve tokenizer persistence/loading, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json. Not the same bug." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batching shape bug is unrelated to a dependency issue." + "reason": "Video processor batching shape bug vs a generic dependency issue; no overlap in underlying problem." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash is unrelated to list_repo_files not forwarding revision." + "reason": "Tokenizer regex crash vs repository file listing not forwarding revision; unrelated subsystems." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch Gemma4-related behavior, but one is serialization of tied weights and the other is resize_token_embeddings propagation." + "reason": "Both touch Gemma4 embedding-related behavior, but one is serialization inconsistency and the other is resize_token_embeddings propagation. Not a single bug." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Different multimodal bugs: assistant_masks generation vs still-image temporal position_id scaling." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different model-specific failures: FlashAttention in Ministral-3 vs long OCR input in Kosmos2.5." + "reason": "Different model-specific inference failures with no shared code-path indicated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Saving quantized models and loading dequantized models under offload are related themes but not the same concrete bug." + "reason": "Quantized model saving failure vs dequantized loading with device_map/offload. Related broad area, but distinct bugs." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Both are cleanup/CI-related, but one is stale auto_mappings references and the other is leftover dummy classes." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic. No meaningful overlap." }, { - "left": "issue:43653", - "right": "issue:45593", + "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 stepping. Different concrete defects." + }, + { + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to D-FINE loss computation." + "reason": "Both are repo-maintenance/CI cleanup issues, but one is stale auto_mappings config references and the other is leftover dummy classes. Not the same underlying change." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files vs Chinese-language performance regression; no common code-path." + "reason": "Processor save_pretrained missing files vs a performance regression after upgrading Transformers. Unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor serialization bug is unrelated to gemma-4 zero3 from_pretrained loading." + "reason": "Both involve loading/saving around Gemma4/processor flow, but one is missing saved processor files and the other is a zero3 from_pretrained issue. Not the same bug." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver resize/interpolation failure." + "reason": "Both are model architecture issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver interpolation failure. Different models and paths." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "LayerNorm epsilon/config bug and torch.split return-value issue are unrelated." + "reason": "Layernorm epsilon precision issue vs torch.split return values in a MoE indexer; no shared defect." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task error is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior. Unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT masked LM and Deepseek tokenizer failures are separate code paths." + "reason": "Different tokenizer/model regressions: CamemBERT masked LM predictions vs Deepseek tokenizer output." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping mismatch." + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Different failures: model FlashAttention regression vs compiled flex_attention on newer torch." + "reason": "FlashAttention failure on a specific model vs compiled flex_attention torch version failure. Similar jargon, but distinct issues." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for pipeline output is not the same as incorrect SigLIP2 inference behavior." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are different bugs." - }, - { - "left": "issue:43450", - "right": "issue:44617", - "accept": false, - "reason": "Incorrect batched processor shape is unrelated to Sam3Video OOM." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are not the same defect." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer class serialization bug is unrelated to gemma-4 zero3 loading." + "reason": "Docs mismatch for TextClassificationPipeline vs incorrect SIGLIP2 pipeline outputs. Same pipeline area, but not the same concrete bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Pipeline docs mismatch is unrelated to import-time performance regressions." + "reason": "Torch backend installation issue vs Python version incompatibility. Different root causes." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Both involve missing config fields, but one is a specific config attribute and the other is a trust_remote_code loading issue; not clearly the same bug." + "reason": "Both involve apply_chat_template, but one is audio sampling rate defaulting and the other is assistant mask generation for multimodal inputs. Different behavior and fixes." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to missing TensorFlow backend handling." + "reason": "AutoTokenizer loading regression vs ESM2 model breakage. Not the same underlying issue." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading failure." + "reason": "Generation cache regression vs CLIP vision hidden_states regression. Both are v5 regressions, but different APIs and code paths." } ] }, @@ -11252,296 +11307,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:16998", - "issue:22355", "issue:36246", "issue:41628", "issue:41950", "issue:42491", "issue:42757", "issue:42886", - "issue:43262", "issue:43299", "issue:43352", + "issue:43450", + "issue:43525", "issue:43526", + "issue:43531", + "issue:43643", "issue:43673", - "issue:43761", + "issue:43784", "issue:43824", + "issue:43881", "issue:43901", "issue:43976", - "issue:44162", "issue:44188", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44373", "issue:44485", "issue:44496", - "issue:44521", "issue:44561", "issue:44589", + "issue:44617", "issue:44749", "issue:44779", "issue:44857", "issue:44871", - "issue:44964", "issue:45003", - "issue:45081", - "issue:45200", "issue:45250", "issue:45292", "issue:45362", "issue:45397", - "issue:45412", + "issue:45542", + "issue:45561", + "issue:45563", "issue:45593", - "issue:46123", "issue:46132" ], "soft_pairs": [ + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:43784|issue:45542", "issue:44188|issue:44336", - "issue:43262|issue:44521", "issue:41628|issue:43976", "issue:44589|issue:45362", - "issue:43673|issue:43761", - "issue:16998|issue:22355", - "issue:42491|issue:43299", "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:45561|issue:45563", "issue:44246|issue:44496", - "issue:44242|issue:45593", "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:41950|issue:44220", "issue:44246|issue:44871", - "issue:43824|issue:43976", "issue:44336|issue:44485", - "issue:41950|issue:44220", - "issue:43976|issue:44964", "issue:36246|issue:42757", + "issue:45003|issue:45561", "issue:36246|issue:44351", - "issue:42886|issue:46132", "issue:44779|issue:45292", "issue:44242|issue:44857", - "issue:45081|issue:45362", - "issue:43673|issue:44561", "issue:43352|issue:45250", "issue:44295|issue:44749", - "issue:44162|issue:45200", - "issue:43901|issue:45003", - "issue:43526|issue:45003", - "issue:44496|issue:45003", - "issue:45412|issue:46123" + "issue:43673|issue:44561" ], - "prepared_review_unit_hash": "16021ef1d7fba7cbaac5a74fb7a11d1525d603525a9f52a42a75f3f944b21161", + "prepared_review_unit_hash": "7bda4b02b117afbef3afaf93c1de5531bfba48d6013d16be8859750c55976212", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36012, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not look like a single duplicate set. I picked the broad import/performance report as the most representative issue, and there are no PRs in the input.", - "confidence": 0.38, - "canonical_issue_reason": "issue:44246 is the broadest, most central report here (import-time slowdown) and has relatively strong discussion/inbound activity, making it the best representative issue in an otherwise mixed cluster.", + "summary": "The cluster is heterogeneous: most items are separate transformers regressions or model-specific failures, not true duplicates. The closest representative thread is the v5 compatibility/loading breakage area, but no single issue cleanly covers the whole set.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 44561 is the best umbrella representative because it describes a concrete v5 regression in the core loading path and is closest in theme to several other import/load compatibility failures in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best fit because it is generic enough to represent the cluster\u2019s recurring import/loading regressions without overfitting to one specific model or API symbol.", + "best_issue_reason": "44561 is the strongest global representative for this cluster: it is concrete, central to transformers v5 compatibility, and more representative than narrow model- or doc-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Attention kernel divergence on torch.compile and ANSI output formatting are unrelated bugs with different code paths and symptoms." + "reason": "Both are user-facing failures, but one is a Qwen2.5-VL import error and the other is a Python-version compatibility issue; different root causes and code paths." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Both mention multimodal/chat-template behavior, but one is about audio sampling-rate defaults and the other about assistant mask generation; not the same bug." + "reason": "Video processor shape mismatch and video OOM are different bugs; they do not indicate the same underlying fix." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "An import error for AutoImageProcessor and a Python-version compatibility issue are different failures with different causes." + "reason": "Tokenizer config mismatch is unrelated to the Gemma-4 ZeRO3 from_pretrained failure." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime issues." + "reason": "Missing pad_token_id on Llama4Config and a GLM-4v-9b loading failure are distinct model/config issues." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both are v5 regressions, but one is chunked-prefill cache handling and the other is CLIPVisionModel hidden_states propagation; not the same code-path problem." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "DeBERTa model_max_length behavior and missing transformers.onnx module are unrelated." + "reason": "Both involve config/loading, but one is a missing config attribute and the other is missing fields from trust_remote_code AutoConfig; not the same bug." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both involve Qwen3 MoE naming, but one is LoRA compatibility on hf5 and the other is Qwen3VL model loading; too different to merge as the same bug." + "reason": "These are different import-time/backend problems in different packages, with different failure causes." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Terminal color output and a wrong position_ids docstring are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Import slowdown and unrecognized-model config loading are different problems." + "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility are separate issues." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Missing load-balancing loss in MoE training and D-FINE auxiliary-loss behavior are separate model-training issues." + "reason": "Float8 storage lookup failure is unrelated to the Qwen3.5 chat crash." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "A position_ids buffer access error and a Gemma-4 ZeRO3 from_pretrained issue are not the same bug." + "reason": "Terminal formatting output and a wrong docstring are not the same underlying bug." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Import performance and eos_token_id config inconsistency are unrelated." + "reason": "Both mention Qwen MoE and version regressions, but one is LoRA compatibility on hf4.x/hf5.x while the other is Qwen3VL MoE loading on v5.0.0.dev0; too different to merge." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Missing Qwen2.5 VL export and a Python version support regression are different issues." + "reason": "pytest-xdist file race and a stale generate() warning are unrelated behaviors." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "ANSI color handling and GLM-5 RoPE implementation are unrelated." + "reason": "Import performance and unrecognized model config are different problems." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Video-classification pipeline processor lookup and audio fbank extraction are different pipeline bugs." + "reason": "A position_ids buffer read error is not the same as a Gemma-4 ZeRO3 loading failure." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Python-version compatibility and Phi-4 multimodal model loading are different failures." + "reason": "Both are about missing losses, but they involve different models, flags, and code paths." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages/models." + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5-35B chat crash are not the same bug." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Different missing imports in different modules; not the same underlying defect." + "reason": "BEiT label reduction and unsafe sys.modules access are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline cache loading and AttentionInterface.register behavior are separate regressions." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer correctness and resize_token_embeddings/output_embeddings mismatch are separate bugs." + "reason": "Video-classification processor selection and _torch_extract_fbank_features() are different pipeline bugs." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "MoE load-balancing loss and RT-DETR mixed-precision crash are unrelated." + "reason": "Import slowness is unrelated to the eos_token_id configuration inconsistency." }, { - "left": "issue:45081", - "right": "issue:45362", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Mistral regex patching failure and Qwen3.5 chat crash are distinct code paths." + "reason": "ANSI code emission and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Cache handling in chunked prefill and removal of is_torch_fx_available affect different APIs and models." + "reason": "Both are ImportErrors, but they involve different missing symbols and different dependency/version issues." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a vague general Flash Attention 2.0 issue." + "reason": "Unsafe sys.modules access and a pytest-xdist captured_info.txt race are different concurrency problems." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Position_ids buffer access and data filtering slowdown are different bugs." + "reason": "Both are missing-name import failures, but the missing exports are different and there is no evidence they share one fix." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "Tokenizer correctness on v5 and resize_token_embeddings not updating output embeddings are distinct model behaviors." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Documentation mismatch for return_all_scores and unsafe sys.modules access are unrelated." + "reason": "A missing auxiliary load-balancing loss and a float16 AMP crash in LwDetrImageLoss are unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sys.modules access safety are different issues." + "reason": "Nemotron-specific Flash Attention support and a generic Flash Attention 2.0 issue are not the same concrete bug." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Model config recognition failure and unsafe sys.modules access are not the same bug." + "reason": "A position_ids buffer read error and a performance regression after upgrading are unrelated." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Memory cleanup in RT-DETR and final partial batch handling in MaskGenerationPipeline are unrelated." + "reason": "Missing GenerationMixin cache during chunked_prefill and removal of is_torch_fx_available breaking trust_remote_code models are different regressions." } ] }, @@ -11563,7 +11618,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:36246", "issue:42886", @@ -11576,18 +11631,18 @@ "issue:43540", "issue:43596", "issue:43653", - "issue:43673", - "issue:43931", + "issue:43901", "issue:44060", "issue:44077", "issue:44162", + "issue:44188", "issue:44246", "issue:44336", "issue:44368", "issue:44466", "issue:44479", "issue:44483", - "issue:44734", + "issue:44496", "issue:44877", "issue:44977", "issue:44987", @@ -11600,9 +11655,8 @@ "issue:45335", "issue:45375", "issue:45397", + "issue:45412", "issue:45459", - "issue:45561", - "issue:45563", "issue:45584", "issue:45588", "issue:45600", @@ -11611,183 +11665,212 @@ "issue:45759", "issue:45987", "issue:46082", + "issue:46123", "issue:46170", "issue:46202" ], "soft_pairs": [ + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:43901|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", "issue:45375|issue:45759", "issue:43262|issue:44246", "issue:43257|issue:45137", - "issue:36246|issue:43596", "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:44877|issue:45375", - "issue:45561|issue:45563", - "issue:43065|issue:43408", "issue:43232|issue:44336", + "issue:43065|issue:43408", "issue:44987|issue:45459", "issue:45987|issue:46082", "issue:44995|issue:45200", - "issue:44479|issue:46170", "issue:44466|issue:45335", + "issue:42886|issue:45229", "issue:43475|issue:43540", + "issue:44479|issue:46170", "issue:45397|issue:45656", + "issue:44060|issue:44077", "issue:44483|issue:46202", "issue:45137|issue:45600", "issue:43653|issue:44162", "issue:44368|issue:44977", "issue:44995|issue:45588", - "issue:44368|issue:45563", - "issue:44877|issue:46170", - "issue:43931|issue:44368", - "issue:42886|issue:45229", - "issue:44060|issue:44077", - "issue:45003|issue:45561", - "issue:43673|issue:44734", - "issue:45584|issue:46170" + "issue:44188|issue:46202" ], - "prepared_review_unit_hash": "531a2537a2a8d4164cd4801aec4e55b5485fdf4633b040a2502b045a22a11495", + "prepared_review_unit_hash": "2dfddfb91c238b911004496f5505dc25c31427622a4004f3146de816458b0060", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36797, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "soft_pair_count": 28, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs mostly share superficial keywords or broad subsystems, but they do not describe the same concrete bug/change. None of the candidate duplicate edges look safe to merge.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning tokenizers, multimodal/video models, DeepSpeed, config validation, docs, and general loading regressions. None of the soft pairs look like the same underlying fix target.", "confidence": 0.91, - "canonical_issue_reason": "issue:44479 is the broadest, most clearly scoped closed bug among the set: a specific v5.3.0 video-input regression spanning multiple Qwen multimodal variants. It is a better canonical anchor than the narrower, more isolated reports.", + "canonical_issue_reason": "Issue 44479 is the strongest representative bug report: it clearly describes a concrete regression, has broad user impact across several related model families, and is more substantive than the narrower or more ambiguous reports here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it captures a concrete, user-facing regression with multiple affected models and a clear version boundary.", + "best_issue_reason": "Issue 44479 is the best standalone issue because it is specific, high-signal, and broadly scoped without being vague; it is the clearest candidate for triage or linking as a regression anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different failure modes: ESM2 is broken vs Gemma 4 mm_token_type_ids defaulting. Not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import/export issue for Qwen2.5-VL image processor is unrelated to a ZeRO3 BertModel indexing crash." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading for Olmo-Hybrid is not the same code-path as sys.modules access in modeling_utils." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Model deletion memory leak and partial-batch masking behavior are unrelated bugs." + }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing strict field and the other is from_config unwrapping text_config; different code paths and failure modes." + "reason": "Both involve Qwen composite configs, but one is a missing config field and the other is from_config unwrapping logic; not the same concrete bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample rate defaults and import latency are unrelated bugs." + "reason": "Audio chat-template sampling-rate handling and slow import timing are unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque underflow; not the same issue." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "An import error for Qwen2.5 VL and a DeepSpeed/BertModel index error are unrelated." + "reason": "Both mention DeepSpeed/accelerate, but one is weight conversion and the other is an empty deque crash; different failures." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings synchronization and Whisper empty-transcription generation are different bugs." + "reason": "resize_token_embeddings not updating output embeddings is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize behavior is unrelated to version-dependent tokenization changes." + "reason": "Embedding resize behavior is unrelated to tokenization changes across versions." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both touch config strictness, but one blocks loading granite_speech while the other drops a Qwen field; not the same defect." + "reason": "Strict config rejection for granite_speech is unrelated to the missing deepstack_visual_indexes field in Qwen3.5MoeVisionConfig." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are unrelated." + "reason": "Generation kwargs update logic after sync_gpus is unrelated to ANSI code emission in loading_report." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 pixel decoder dummy layer and sam3_video/sam3_tracker config mismatch are different problems." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs after sync_gpus and ANSI output handling are unrelated." + "reason": "Both are SAM3-related, but dummy Conv2d behavior and a model-type warning are distinct issues." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading failure and tokenizer error masking are different code paths." + "reason": "Model loading failure for a specific repo and tokenizer exception masking are not the same concrete bug." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Static cache return type and LlamaConfig head_dim validation are unrelated." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "GlmMoeDsa stale indexer crash and Gemma 4 mm_token_type_ids defaulting are unrelated." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Video-input regression and Windows ROCm/torch.distributed import failure are unrelated." + "reason": "Device-dependent tied-weight serialization and t5gemma resize_token_embeddings not updating decoder.embed_tokens are different issues." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Both involve embeddings/tied weights, but one is serialization by device and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Offline tokenizer cache loading and Gemma 4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video-model bugs, but they affect different models and different failure points." + "reason": "SAM3 Video missing output attribute and Qwen3OmniMoe video input ValueError are different model-path bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A Qwen video regression and a Windows/ROCm torch.distributed import issue are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and double optimizer-step behavior are unrelated." + "reason": "Gemma-4 ZeRO3 from_pretrained and deepspeed double optimizer.step() are different bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "A chat-completions request rejection and Gemma pipeline roundtrip failure are unrelated." + "reason": "/v1/chat/completions request rejection and Gemma roundtrip failure on \u2581 are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque errors and stale Sam3LiteText auto-mapping references are unrelated." + "reason": "DeepSpeed ZeRO3 deque crash and SAM3 auto_mappings CI breakage are unrelated." }, { "left": "issue:43653", @@ -11799,61 +11882,19 @@ "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both concern Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation failure." + "reason": "A warning about tie_word_embeddings in Qwen3.5 fine-tuning is not the same as a flash-attention generation bug." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A stale indexer-cache crash and a flash_attention.py s_aux=None AttributeError are different bugs." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Tied-weights warnings and a stale num_return_sequences warning are unrelated." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Strict config loading and Windows ROCm import dependency problems are unrelated." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-weights warning." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "A Qwen3-Next tied-weights warning and a patchtsmixer post_init policy issue are unrelated." - }, - { - "left": "issue:45003", - "right": "issue:45561", - "accept": false, - "reason": "sys.modules access safety and a captured_info.txt race are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44734", - "accept": false, - "reason": "Both involve cache/generation, but one is missing cache state in v5.0.0 chunked prefill and the other is wrong tensor indexing in serve responses." + "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None AttributeError are unrelated." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Whisper empty transcription behavior is unrelated to the Windows ROCm import issue." + "reason": "torch.compile attention-kernel divergence and Gemma \u2581 roundtrip failure are unrelated." } ] }, @@ -11875,14 +11916,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:28282", "issue:30990", "issue:41628", "issue:42371", - "issue:42673", "issue:42994", + "issue:43065", "issue:43232", "issue:43475", "issue:43482", @@ -11891,27 +11932,23 @@ "issue:43646", "issue:43673", "issue:43701", - "issue:43704", - "issue:43824", + "issue:43723", "issue:43827", + "issue:43931", "issue:44038", "issue:44162", - "issue:44188", - "issue:44222", "issue:44297", - "issue:44351", "issue:44361", + "issue:44368", "issue:44623", "issue:44661", + "issue:44734", "issue:44749", "issue:44869", "issue:44871", + "issue:44877", "issue:44933", - "issue:44964", - "issue:45081", "issue:45092", - "issue:45103", - "issue:45137", "issue:45230", "issue:45310", "issue:45356", @@ -11920,272 +11957,269 @@ "issue:45397", "issue:45406", "issue:45478", + "issue:45563", + "issue:45584", "issue:45656", "issue:46077", "issue:46123", "issue:46132", - "issue:46202" + "issue:46170", + "issue:46202", + "issue:46326" ], "soft_pairs": [ + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:43673|issue:44734", + "issue:43065|issue:46123", + "issue:45584|issue:46170", "issue:44297|issue:44623", "issue:44869|issue:45356", "issue:44361|issue:44749", "issue:43646|issue:44162", "issue:44749|issue:45656", "issue:44623|issue:45656", + "issue:43232|issue:43673", "issue:44871|issue:46132", "issue:43701|issue:44749", "issue:43673|issue:43827", - "issue:44188|issue:46202", "issue:45230|issue:45397", "issue:42994|issue:43482", "issue:44038|issue:44623", - "issue:43475|issue:45381", "issue:43475|issue:43643", + "issue:43475|issue:45381", "issue:28282|issue:30990", + "issue:45406|issue:46202", "issue:42371|issue:45092", - "issue:43232|issue:43673", "issue:41628|issue:44933", "issue:45375|issue:45478", "issue:43475|issue:44661", + "issue:43723|issue:46326", "issue:42994|issue:43525", "issue:46077|issue:46123", - "issue:45310|issue:45375", - "issue:45081|issue:45103", - "issue:45406|issue:46202", - "issue:42673|issue:43704", - "issue:41628|issue:44351", - "issue:44964|issue:45137", - "issue:44222|issue:45310", - "issue:42994|issue:43824", - "issue:44038|issue:45310" + "issue:45310|issue:45375" ], - "prepared_review_unit_hash": "500c64d40f420ea983896aff12f5348ab6199bf8262407abb3e2c108dec8f781", + "prepared_review_unit_hash": "fb384dd5d7ea6fcca52c68ee1f480b29773369ca1254113f6eb34fa5db361dd9", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37111, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "soft_pair_count": 31, + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with one clear duplicate pair; the set is dominated by Transformers v5/model-loading regressions, but the soft edges mostly connect only by broad keyword similarity.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43646 is the broadest, most central regression report here: it describes a concrete Transformers 5.0.0 breakage in model initialization that can naturally subsume several of the more specific v5 compatibility complaints.", + "summary": "This cluster is mostly a collection of distinct bug reports around Transformers v5 regressions, model-specific loading issues, and tokenizer/processor edge cases. The only clear duplicate family in the provided soft pairs is the repeated Qwen3.5-Moe from_pretrained failure reports.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the cleanest representative for the duplicate Qwen3.5-Moe from_pretrained regression: it is specific, directly names the failing model/version combination, and matches the later repeat reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest standalone anchor: clear version context, concrete failure mode, and broad relevance across the surrounding v5-related reports.", + "best_issue_reason": "issue:45310 is the strongest issue candidate because it anchors the one obvious duplicate set in this batch and states the concrete failure mode clearly enough to serve as the canonical report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different problems: a tie_word_embeddings warning during LoRA fine-tuning vs a stale warning in paged generate()." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model loading shape mismatch for Qwen3-VL vs a tokenizer/config warning on Qwen3.5 fine-tuning; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech vs Windows/ROCm import failure from torch.distributed dependency; unrelated root causes." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but one is a v5 cache missing issue and the other is a serve/KV-indexing crash; not the same concrete defect." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs MaskGenerationPipeline final partial batch dropping results; unrelated code paths." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to the Windows/ROCm torch.distributed import issue." + }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained bugs, but one is tokenizer metadata and the other is processor file output; different code paths and symptoms." + "reason": "Tokenizer save metadata mismatch vs processor.save_pretrained missing files; similar area, but different failure modes." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Tokenizer/codec-related, but they affect different models and different failure points; not the same underlying bug." + "reason": "Whisper timestamp decoding crash vs Kimi tokenizer codec/regression warning; different subsystems and symptoms." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "A tokenizer AttributeError vs a performance regression after upgrade; no shared bug path." + "reason": "MLukeTokenizer AttributeError on tasks is not the same as the Chinese performance regression after upgrade." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Broad v5 regression vs a model-specific ESM2 breakage; too different to be duplicates." + "reason": "Generic custom model initialization breakage vs ESM2-specific breakage; too broad and different underlying failures." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown is unrelated to a DeepSpeed optimizer-step double-call bug." + "reason": "Performance regression after upgrade vs optimizer step called twice with deepspeed; unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file omissions and DeepSpeed optimizer stepping are unrelated failures." + "reason": "processor.save_pretrained missing files has no overlap with deepspeed double optimizer stepping." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation internals, but sync_gpus kwargs handling and chunked_prefill cache missing are distinct bugs." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma EOS config mismatch and AttentionInterface.register behavior changes are separate issues." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing function behavior." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and data-filter performance regression do not share a concrete code path." + "reason": "resume_from_checkpoint key mismatch is unrelated to the Transformer upgrade performance regression." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache internals vs stale docs referencing pipeline(); one is code, the other documentation." - }, - { - "left": "issue:44188", - "right": "issue:46202", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline token roundtrip behavior." + "reason": "Generation cache bug vs docs still referencing removed pipeline() API; unrelated." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report placeholder vs a specific gemma-4 zero3 load failure; not comparable." + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; no evidence of same underlying issue." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized save_pretrained failure and Qwen2.5-GGUF load failure are opposite directions and likely different bugs." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different model lifecycle problems." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/transformers v5 compatibility is unrelated to processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe transformers v5 bug and processor.save_pretrained missing files do not describe the same defect." }, { "left": "issue:43475", - "right": "issue:45381", + "right": "issue:43643", "accept": false, - "reason": "Both are vision/video model issues, but different model families and different attributes/position-id logic." + "reason": "SAM3 vision encoder missing attribute vs missing fields in AutoConfig with trust_remote_code; different object-construction issues." }, { "left": "issue:43475", - "right": "issue:43643", + "right": "issue:45381", "accept": false, - "reason": "SAM 3 Video output attribute failure is unrelated to AutoConfig missing-fields behavior with trust_remote_code." + "reason": "Different SAM3/Qwen2.5-VL vision-model bugs with different missing/incorrect fields." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch import error and Sentence-Transformers loading hang are distinct environment/runtime problems." + "reason": "PyTorch import error for AutoModel vs Sentence Transformers hanging on load; different failure classes." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "TF32 API-setting guidance and meta-initialization incompatibility are unrelated concerns." + "reason": "Gemma4 processor missing _tokenizer in serve vs Gemma pipeline roundtrip failure on \u2581; not the same bug." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both touch generation internals, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence; not the same bug." + "reason": "TF32 settings API warning is unrelated to strict config blocking granite_speech loading." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both mention imports, but they concern different symbols/modules and likely different missing-export fixes." + "reason": "AutoImageProcessor import error and image_utils non-existent import are both import-related but not the same missing symbol/path." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Missing config field dropped by strict and a from_pretrained error on the same model family are related but not the same concrete failure." + "accept": true, + "reason": "Same Qwen3.5-Moe from_pretrained failure on transformers>=5.4.0; same model, same symptom, and one fix could plausibly cover both." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 Video attribute error and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "SAM3 vision encoder attribute error is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 is unrelated to continue_final_message for mistral_common tokenizers." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are separate model/config issues." + "reason": "Quantized saving failure vs Llama4Config missing pad_token_id are separate model/config issues." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and pipeline batch-finalization behavior are different subsystems." + "reason": "Gemma4 attention mask construction bug is unrelated to MaskGenerationPipeline partial-batch handling." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Both involve Qwen3.5 Moe, but one is a from_pretrained load error and the other is a config-field serialization issue." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Mistral tokenizer regex patch crash and auto-docstring annotation handling are unrelated." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma token roundtrip issues are different code paths." - }, - { - "left": "issue:42673", - "right": "issue:43704", "accept": true, - "reason": "Exact same title and model-specific VRAM leak under multiple dataloader threads; this is a clear duplicate." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports (AutoImageProcessor vs HybridCache) with no evidence of a single shared fix." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained on MoE and Qwen3.5 Moe from_pretrained error are different operations and failure modes." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized model saving and missing top-level import for Qwen2_5_VLForConditionalGeneration are separate issues." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Qwen3-VL-Moe version compatibility and Qwen3.5 Moe from_pretrained error are model-family-adjacent but not the same bug." + "reason": "These appear to be the same Qwen3.5-Moe from_pretrained regression on transformers>=5.4.0, just reported with different wording." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly centers the cluster on mostly unrelated Transformers v5/model-loading reports and identifies the exact duplicate pair (issue:42673 / issue:43704). The soft-edge verdicts are conservative overall, with no obvious overstatement of duplicate evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only clear duplicate family identified is the Qwen3.5-Moe from_pretrained reports, and the other soft-edge rejections are well supported by the titles. The one mildly broad accept (45310 vs 45375) is still defensible as a likely same bug family rather than a strong overclaim." }, "evaluator_used": true, "retried": false, @@ -12204,7 +12238,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:30333", "issue:30990", @@ -12214,287 +12248,311 @@ "issue:41628", "issue:42175", "issue:42222", + "issue:42673", "issue:42831", "issue:42898", - "issue:43065", + "issue:42994", "issue:43232", "issue:43278", "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43704", "issue:43723", "issue:43784", "issue:43824", - "issue:43874", - "issue:43901", - "issue:44016", - "issue:44060", - "issue:44075", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", "issue:44188", "issue:44222", "issue:44242", - "issue:44295", - "issue:44373", + "issue:44351", "issue:44496", "issue:44568", "issue:44623", - "issue:44734", - "issue:44779", "issue:44792", - "issue:45092", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", "issue:45103", - "issue:45125", "issue:45137", "issue:45200", "issue:45310", - "issue:45356", "issue:45561", - "issue:45600", - "issue:45656", "issue:45712", - "issue:45812", - "issue:46123", - "issue:46231", - "issue:46326" + "issue:45753", + "issue:45812" ], "soft_pairs": [ + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:42831|issue:44222", + "issue:43673|issue:44188", + "issue:43232|issue:44792", "issue:42175|issue:45712", "issue:44496|issue:45561", + "issue:43526|issue:45561", "issue:43377|issue:44242", - "issue:45561|issue:45600", + "issue:43504|issue:45561", + "issue:42175|issue:44933", "issue:42898|issue:44568", - "issue:43901|issue:45561", - "issue:43232|issue:44792", + "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:43278|issue:45137", "issue:42222|issue:45200", - "issue:43065|issue:46123", "issue:44623|issue:45310", + "issue:43479|issue:44869", "issue:30333|issue:33290", - "issue:44188|issue:44373", - "issue:43232|issue:44188", + "issue:43479|issue:44079", "issue:42898|issue:45812", "issue:43784|issue:43824", - "issue:43723|issue:44568", - "issue:42898|issue:45356", - "issue:42898|issue:44779", - "issue:44734|issue:45103", - "issue:43874|issue:45092", - "issue:44016|issue:46231", - "issue:44075|issue:46231", - "issue:43723|issue:46326", - "issue:44060|issue:45125", - "issue:44295|issue:45656" + "issue:43723|issue:44568" ], - "prepared_review_unit_hash": "e0456cb34ed59974af62e2f389fa85a9593bdecf4308fd456f702f025714d8d3", + "prepared_review_unit_hash": "ac5b0d472616869b5d0903518fff108e441de4aed95a788cb3f8d8cda92a1b75", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36466, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "soft_pair_count": 32, + "serialized_chars": 37194, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous. A few items share broad themes like tokenizer regressions, FP8, or v5 migration fallout, but none of the soft pairs appear to be the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42898 is the broadest and most central user-facing regression report in the set, and it sits near several other tokenizer-v5 reports, but it is still not a true duplicate of them.", + "summary": "This cluster is mostly heterogeneous: import regressions, model-loading bugs, training/runtime issues, tokenizer changes, and quantization problems. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report (42673/43704); all other soft pairs appear to be different underlying bugs or features and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the best canonical issue for the only true duplicate pair here: it is the earlier, more complete report of the Qwen3ForCausalLM VRAM leak, and issue:43704 is the same bug re-reported later.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative issue because it describes a concrete, high-signal v5 tokenizer regression with strong discussion, even though the surrounding cluster is too mixed for a real duplicate umbrella.", + "best_issue_reason": "issue:42673 is the strongest issue to anchor the duplicate group because it is the original, detailed report with the clearest reproduction for the shared VRAM leak bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Both are import failures, but they involve different symbols, different call sites, and different fixes." + "reason": "Different subsystems: Mistral tokenizer regex patching vs auto-docstring parsing with future annotations." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior for MoE models." + "reason": "Different concrete problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Both touch packaging/import surfaces, but one is about backend extras and the other about leftover dummy PT objects." + "reason": "Generation kwargs update after GPU sync is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same bug and identical title: both report Qwen3ForCausalLM leaking VRAM when used across multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "These concern unrelated model loading and pytest-xdist file races." + "reason": "Both are import errors, but for different symbols (`AutoImageProcessor` vs `HybridCache`) and likely different export paths." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Different bugs: batched-vs-single encoder outputs versus missing load-balancing loss when router logits are disabled." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque pop error." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "One is a test utility race; the other is stale auto_mappings references breaking CI." + "reason": "Pipeline parallelism output corruption is a different bug from Qwen3_5 looping on a specific image." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer behaviors and different model families." + "reason": "One is FP8 `save_pretrained` serialization, the other is Qwen3.5 MoE `from_pretrained` loading." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Documentation drift in a pipeline has nothing to do with the xdist file race." + "reason": "Quantized model saving failure is unrelated to importing `Qwen2_5_VLForConditionalGeneration`." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Generation kwargs handling and a Janus image-generation test failure are different code paths." + "reason": "Both mention Qwen MoE models, but the titles point to different versions and failure modes; not the same concrete bug." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Loading hangs and embedding resize reinitialization are unrelated." + "reason": "Missing `GenerationMixin` export and missing `AutoImageProcessor` export are separate import regressions." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Mixed precision dtype drift is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "FP8 accuracy regression is not the same as FP8 `save_pretrained`/MoE serialization." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "A broken model family import and a missing default for mm_token_type_ids are different issues." + "reason": "Generation cache missing during chunked prefill is unrelated to attention-kernel branching under torch.compile." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Dummy Conv2d scaffolding and partial-batch result loss in a pipeline are unrelated." + "reason": "`_update_model_kwargs_for_generation` after GPU sync is a different code path from a failing Janus image-generation test." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Save-pretrained file omission and Qwen3.5-MoE from_pretrained errors are different failures." + "reason": "Packaging/backends missing TensorFlow is unrelated to leftover dummy classes leaking into `dir(transformers)`." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "MLflow job-state reporting and DeepSpeed OOM with Adafactor are not the same bug." + "reason": "Unrecognized model/config loading is unrelated to the xdist race on `captured_info.txt`." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "A torch.compile attention-kernel divergence and a docstring typo are unrelated." + "reason": "BeitImageProcessorFast label reduction is unrelated to the testing-utils race condition." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Both involve generation-related internals, but the concrete failure modes are different." + "reason": "MIMI batched-vs-single output mismatch from padding-mask support is a different bug from missing load-balancing loss when router logits are off." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenization outputs and different models." + "reason": "Legacy-field loading failure for Beit semantic segmentation is unrelated to the xdist file race." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying fix." + "reason": "TensorFlow extra/backend installation and a missing `image_utils` import are different issues." }, { - "left": "issue:43723", + "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both mention v5 tokenizer behavior, but one is tokenizer loading and the other is add_special_tokens/BOS-EOS handling." + "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and model/tokenizer code paths." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both are tokenizer regressions, but the reported behavior and affected models/code paths differ." + "reason": "Python-version compatibility is unrelated to the missing `image_utils` export." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Same broad theme, but different tokenizer families and different regression mechanisms." + "reason": "Sentence-transformers loading stall and token-embedding reinitialization are unrelated bugs." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Serve KV-cache indexing and auto_docstring annotation handling are unrelated." + "reason": "Embedding dtype drift in evaluate has no connection to the ZeRO3 deque pop error." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Image-processor API breakage and remote-code meta-init incompatibility are different multimodal issues." + "reason": "Broken VitPose model loading and Gemma 4 `mm_token_type_ids` defaults are different model-family issues." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "A notebook syntax error and a docs parameter-name mismatch are not the same change." + "reason": "Missing files on `processor.save_pretrained` is a save-path bug, not the same as Qwen3.5 MoE `from_pretrained` failure." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Optimizer argument handling and documentation naming are unrelated." + "reason": "Config initialization with `None` values is unrelated to Whisper timestamp decoding crashing on a trailing replacement character." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both concern tokenizers, but one is AutoTokenizer loading and the other is continue_final_message behavior." + "reason": "MLflow reporting after training failure and DeepSpeed Adafactor OOM are different training issues." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both are Qwen-family model issues, but they concern different bugs: tied-weights warnings versus missing tensor-parallel plan." + "reason": "Phi4MultimodalConfig defaulting behavior is unrelated to `ModelOutput` key assignment semantics." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but they are different concrete failures affecting different models and tokenization steps." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import `nn` NameError and a missing Qwen2.5-VL export are separate import problems." + }, + { + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "A buffer registration/read error and a duplicated optimizer step under deepspeed are different problems." + "reason": "Generic AutoTokenizer loading in v5 and mDeBERTa special-token insertion are different tokenizer bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only exact duplicate by title is issue:42673/43704, and the rest of the pairwise rejections are conservative based on clearly different titles/subsystems. I don\u2019t see any soft-edge verdict that overstates sameness." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12509,15 +12567,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:22355", "issue:28282", "issue:30333", "issue:34689", "issue:35141", "issue:36331", "issue:41628", - "issue:42175", "issue:42757", "issue:42831", "issue:42898", @@ -12527,29 +12585,28 @@ "issue:43479", "issue:43644", "issue:43723", - "issue:43873", - "issue:43976", - "issue:44079", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", "issue:44190", "issue:44206", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", - "issue:44373", "issue:44448", - "issue:44484", - "issue:44485", "issue:44623", - "issue:44869", + "issue:44734", + "issue:44779", "issue:44933", - "issue:44945", "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45125", "issue:45245", "issue:45310", + "issue:45356", "issue:45381", "issue:45405", "issue:45656", @@ -12558,275 +12615,270 @@ "issue:46082", "issue:46132", "issue:46209", + "issue:46231", "issue:46305" ], "soft_pairs": [ + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44295|issue:45656", "issue:42898|issue:44448", "issue:45405|issue:45712", "issue:44448|issue:46132", - "issue:42175|issue:44933", "issue:44222|issue:44297", "issue:44933|issue:45712", - "issue:43976|issue:44933", "issue:44297|issue:45656", - "issue:43479|issue:44079", + "issue:43479|issue:43644", "issue:44222|issue:44623", "issue:30333|issue:34689", "issue:42831|issue:44623", "issue:45245|issue:46132", - "issue:44190|issue:46082", "issue:30333|issue:36331", + "issue:44190|issue:46082", + "issue:43122|issue:46209", "issue:45071|issue:46082", "issue:30333|issue:35141", "issue:28282|issue:30333", - "issue:43479|issue:44869", + "issue:22355|issue:28282", "issue:43475|issue:46305", "issue:44297|issue:45310", "issue:41628|issue:42757", "issue:44206|issue:45103", - "issue:45381|issue:46305", "issue:43723|issue:44977", - "issue:43873|issue:44945", - "issue:43122|issue:46209", - "issue:43232|issue:45834", - "issue:44263|issue:45092", - "issue:44222|issue:44484", - "issue:44295|issue:44623", - "issue:44373|issue:44485", - "issue:43479|issue:43644" + "issue:45381|issue:46305", + "issue:43232|issue:45834" ], - "prepared_review_unit_hash": "39ab4ef904a97a33f335241f966f31c4ad55671e392758aae0a13b0893d2f694", + "prepared_review_unit_hash": "bb7e4136ee9c66eb57c529c69a64c78be42f9751fe3e2d03bb7f7aabc659273c", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37304, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "serialized_chars": 37537, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated across different regressions, import errors, config issues, and model-specific bugs; no soft pair is strong enough to merge as the same underlying change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43122 is the clearest, most broadly impactful regression: it reports a concrete tokenizer behavior change across versions with a reproducible user-visible difference.", + "summary": "Mostly false-positive similarity matches across unrelated issues. The only loose thematic cluster is several tokenizer-v5 regression reports, but the specific models, symptoms, and root causes still differ enough to reject duplicates.", + "confidence": 0.56, + "canonical_issue_reason": "issue:42898 is the broadest and most central-looking report among the set, covering a general tokenizer behavior regression in v5 that is closest to several of the similar-looking tokenizer reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best representative issue because it is well-scoped, actionable, and tied to a core library behavior change rather than a niche model-specific edge case.", + "best_issue_reason": "issue:42898 is the best representative of the only noticeable theme in the set (v5 tokenizer regressions), even though it should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42898", - "right": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Both mention v5 output/tokenization differences, but one is about clean_up_tokenization_spaces behavior and the other is a Pegasus output regression; too broad to treat as the same bug." + "reason": "Both mention tokenizer regressions in v5, but this is a general cleanup-space behavior change while the other is DeepSeek-specific incorrect output; different bug." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "A PEFT version pin mismatch and leftover dummy classes leaking into dir(transformers) are unrelated maintenance problems." + "reason": "Kimi codec/fix_mistral_regex regression is a different tokenizer path than clean_up_tokenization_spaces behavior." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Different output between v4/v5 is not the same as AttentionInterface.register changing callable behavior." + "reason": "KV-cache continuation crash in serve is unrelated to the auto_docstring future-annotations AttributeError." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "TensorFlow backend packaging and a missing image_utils import are different import/packaging issues." + "reason": "Image patch counting and remote-code meta-init incompatibility are different multimodal loading failures." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "FP8 save_pretrained on MoE and tokenizer_class metadata mismatch are unrelated save_pretrained bugs." + "reason": "Notebook syntax error and set_training doc parameter mismatch are unrelated." }, { - "left": "issue:44933", + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args not being used is a runtime behavior bug, not the documentation typo in set_training." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning logic and missing _tp_plan are distinct Qwen3.5-Moe issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read failure and deepspeed double optimizer step are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is a general cleanup-space change and the other is Pegasus output drift; not clearly the same bug." + }, + { + "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A missing symbol in image_utils and dummy PT objects leaking without torch are separate import surface issues." + "reason": "PEFT minimum version bump and leftover dummy-class cleanup are unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save/inference issues are unrelated to tokenizer_config.json class metadata mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Python version compatibility and a missing import from image_utils do not share the same root cause." + "reason": "Image_utils import failure and dummy_pt_objects cleanup are different import-surface problems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer serialization metadata and double optimizer stepping under deepspeed are unrelated." + "reason": "Tokenizer save metadata mismatch and deepspeed optimizer-step duplication do not share a code path." }, { "left": "issue:43479", - "right": "issue:44079", + "right": "issue:43644", "accept": false, - "reason": "Multimodal config defaults and ModelOutput key assignment are different code paths and bugs." + "reason": "Default vision/audio config initialization and non-persistent buffer junk are different model-init regressions." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files concern different serialization layers." + "reason": "FP8 save_pretrained/moe and processor.save_pretrained missing files are both save-related but not the same underlying issue." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow run reporting on failure and a model-loading regression for Llama 3.2 Vision are unrelated." + "reason": "MLflow reporting after failed training and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy and processor save_pretrained file emission are not the same bug." + "reason": "FineGrainedFP8 accuracy and processor save_pretrained file emission are different bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limits and AttentionInterface.register behavior changes are unrelated." + "reason": "Category-count runtime error and attention registration behavior change are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow tracking and CustomTrainer.compute_loss kwarg incompatibility are different training issues." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are different failures." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "MLflow not reporting failed jobs and CustomTrainer.compute_loss signature breakage are unrelated trainer issues." + "reason": "Tokenizer output differences across v5 and FP8 inference on B200 are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are distinct config problems." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim rejection are different validation paths." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow run-state reporting and embedding reinitialization during post_init are unrelated." + "reason": "MLflow reporting bug and embedding reinitialization on resize are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "A missing PyTorch dependency import error and MLflow reporting for failed jobs are unrelated." + "reason": "Missing PyTorch import and MLflow reporting on failed training are unrelated." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Phi4 multimodal config initialization and Whisper timestamp decoding are different bugs." + "reason": "transformers.onnx import failure and missing PyTorch dependency error are different import problems." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 video missing attribute and MoonshineStreaming mask off-by-one are unrelated model-specific issues." + "reason": "SAM 3 Video missing attribute and Moonshine streaming mask off-by-one are unrelated model bugs." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained failure are different serialization/load paths." + "reason": "Tokenizer class metadata mismatch and Qwen3.5-Moe from_pretrained error are different failure modes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor and missing is_offline_mode are both import errors, but they come from different packages and different causes." + "reason": "Missing AutoImageProcessor and missing is_offline_mode are separate import-name issues from different packages." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported center argument in an extractor and auto_docstring crashing under future annotations are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Wrong vision_position_ids in Qwen2.5-VL and a streaming mask off-by-one are different sequence-shaping bugs." + "reason": "Unsupported center arg in feature extractor and future-annotations docstring crash are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation issues are separate problems." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading and pipeline-parallel output corruption do not point to the same code path." + "reason": "AutoTokenizer.from_pretrained loading issue and Qwen3.5 flash-attention generation bug are unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Tokenizer behavior changes across versions and FP8 inference failure on B200 are unrelated." + "reason": "Qwen2.5-VL vision_position_ids bug and Moonshine sliding-window mask off-by-one are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update after sync_gpus and a long OCR index error are different generation/data-path issues." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split return handling in a MoE indexer and remote-code checkpoint meta-init incompatibility are separate issues." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 MoE save_pretrained behavior and max_shard_size default policy are not the same bug." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "position_ids buffer access and processor save_pretrained missing files are unrelated serialization/runtime issues." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "A docstring problem for position_ids is not the same as a GLM-5 RoPE implementation bug." - }, - { - "left": "issue:44933", - "right": "issue:46132", - "accept": false, - "reason": "A missing import in image_utils and AttentionInterface.register behavior changes are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Phi4 multimodal config default initialization and non-persistent buffer junk in v5 are different failure modes." + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index error are different code paths." } ] }, @@ -12848,10 +12900,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:22355", - "issue:28282", "issue:30990", "issue:38175", "issue:39401", @@ -12862,49 +12912,58 @@ "issue:42907", "issue:42994", "issue:43066", + "issue:43232", "issue:43479", - "issue:43576", "issue:43644", - "issue:43646", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", "issue:44038", - "issue:44117", + "issue:44222", "issue:44261", "issue:44263", + "issue:44279", + "issue:44295", "issue:44360", "issue:44368", "issue:44373", - "issue:44464", "issue:44483", + "issue:44484", + "issue:44485", "issue:44514", "issue:44568", - "issue:44704", + "issue:44623", "issue:44829", "issue:44871", "issue:44913", - "issue:44945", + "issue:44991", "issue:45092", "issue:45103", "issue:45278", "issue:45310", "issue:45357", "issue:45406", + "issue:45593", "issue:45753", "issue:46002", "issue:46050", "issue:46082", - "issue:46305" + "issue:46305", + "issue:46328" ], "soft_pairs": [ + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:44295|issue:44623", + "issue:44373|issue:44485", "issue:44483|issue:45406", "issue:43761|issue:46082", "issue:43723|issue:44871", + "issue:44279|issue:46328", "issue:45092|issue:45357", - "issue:30990|issue:38175", "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:30990|issue:38175", "issue:44263|issue:44360", "issue:44514|issue:45103", "issue:43644|issue:46305", @@ -12912,211 +12971,219 @@ "issue:44261|issue:45092", "issue:42831|issue:45310", "issue:43479|issue:44913", - "issue:22355|issue:28282", "issue:41628|issue:43824", "issue:44263|issue:44373", "issue:42831|issue:44038", "issue:39401|issue:44568", "issue:42886|issue:42994", - "issue:44368|issue:46305", "issue:42886|issue:43066", - "issue:44945|issue:45753", + "issue:44368|issue:46305", "issue:42757|issue:45278", - "issue:44464|issue:46082", - "issue:43576|issue:43784", - "issue:43646|issue:46002", - "issue:44117|issue:44704" + "issue:42831|issue:45753", + "issue:43232|issue:45593" ], - "prepared_review_unit_hash": "74e9626e7b9dab14d93f48bb262c6e9a7566d0f18512a9ec458ad1fc51c0c182", + "prepared_review_unit_hash": "6e54c57b9be778bfedc5421b6a6fe3ff6fd4932c5b7f5880cf75554be94ec036", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35065, - "estimated_input_tokens": 8767, - "estimated_eval_tokens": 17790 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of Transformers issue reports, mostly around v5 regressions, imports, tokenizer/model loading, and a few unrelated model-specific bugs. None of the soft pairs look like the same underlying defect closely enough to merge as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set because it most clearly represents the broad v5 import-regression theme and can anchor the cluster better than the highly specific model bugs.", + "summary": "This cluster is heterogeneous: the suggested pairs share broad themes like tokenizers, configs, imports, or saving/loading, but they do not describe the same concrete bug or change. I would reject all soft-edge duplicate links.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative single issue here: it captures the shared upgrade/import-breakage pattern that appears across several other reports, while the rest are narrower, distinct failures.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: GlmMoeDsaIndexer torch.split behavior vs InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "One is FP8 moe save_pretrained failure; the other is a question about max_shard_size defaults." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different code paths: position_ids buffer read error vs processor.save_pretrained missing files." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is unrelated to GLM-5 RoPE implementation behavior." + }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different failures: chat/completions request handling vs a Gemma4 processor missing _tokenizer." + "reason": "API request parsing in chat/completions is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Unrelated code paths: CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation." + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are separate issues." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both are tokenizer-related, but one is a from_pretrained loading issue and the other is an eos_token_id config mismatch." + "reason": "Tokenizer loading in v5 and eos_token_id mismatch in Gemma-3 are different failures." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Both touch vision/model loading, but the concrete bugs differ: meta-init incompatibility vs incorrect visual encoder keys on save_pretrained." + "reason": "Dependency/import problem vs a SequenceFeatureExtractor.pad performance issue." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Sentence Transformers hanging is not the same bug as siglip2-base producing zero probabilities." + "reason": "Different model-specific save/init bugs: InternVL2 meta init vs Qwen3.5 visual encoder keys." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Different quantization save/load failures: dequantized Ministrals/Devstrals vs sinq round-trip corruption." + "reason": "Both involve saving quantized models, but the concrete failures and quantization flows differ." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but for different models and likely different root causes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and siglip2 zero probabilities are unrelated model/runtime problems." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem, different defects: torch.split return handling vs a missing ReLU in the DSA indexer." + "reason": "Same component area, but torch.split return values and missing ReLU are distinct defects." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched chat template padding crash and auto_docstring future-annotations crash are unrelated." + "reason": "Batched chat template padding crash is unrelated to the auto_docstring annotations AttributeError." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk and a sliding-window off-by-one are distinct bugs." + "reason": "Non-persistent buffer junk initialization and sliding-window off-by-one are different bugs." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different symptoms and code paths: flash_attention_3 training degeneration vs NaNs after checkout/init." + "reason": "Flash-attention training degeneration and NaNs after checkout+init are different failure modes." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Precision issue in MLA layernorm epsilon is not the same as a remote-code meta-init incompatibility." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta initialization." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 Moe from_pretrained failure are separate issues." + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 Moe from_pretrained error are not the same issue." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different configuration bugs: multimodal None defaults vs GPTNeoX rotary_pct not persisting." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." + "reason": "Phi4Multimodal default config init and GPTNeoXConfig rotary_pct reload are separate config bugs." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing symbols for different model classes; not the same underlying import bug." + "reason": "Both are import errors, but for different missing symbols and different underlying breakages." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime indexing bug and a docstring issue are not duplicates." + "reason": "GlmMoeDsaIndexer runtime behavior vs a wrong docstring are not duplicate bugs." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "These are both about Qwen3/VL in broad terms, but they describe different concrete failures." + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset_mapping corruption and missing BOS/EOS insertion are distinct tokenizer behaviors." + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are separate tokenizer regressions." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and quantized model saving are unrelated failure modes." - }, - { - "left": "issue:44368", - "right": "issue:46305", - "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to an off-by-one sliding-window mask bug." + "reason": "Offline tokenizer cache loading and quantized model save failure are unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer/load behavior, but one is offline cache handling and the other is a wrong decoder type in v5." + "reason": "Offline cache loading bug and wrong decoder type in v5 are different issues." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "Pipeline-parallel output corruption and an image-triggered infinite loop are different problems." + "reason": "A tie_word_embeddings warning in fine-tuning is unrelated to a sliding-window mask off-by-one." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad umbrella of import errors, but 42757 is specifically a huggingface_hub symbol removal; not the same bug." - }, - { - "left": "issue:44464", - "right": "issue:46082", - "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to LlamaConfig head_dim validation." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "The broken env command and the sentence-transformers import NameError affect different entry points." + "reason": "Specific huggingface_hub import failure may contribute to broad import errors, but it is not the same concrete bug." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are separate defects." + "reason": "FP8 accuracy regression and Qwen3_5 infinite loop on an image are different problems." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Both concern loading, but one is a tokenizer mapping None bug and the other is AutoProcessor not forwarding kwargs." + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary loss behavior." } ] }, @@ -13138,12 +13205,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:22355", "issue:28218", "issue:30990", "issue:33357", - "issue:36296", + "issue:39401", "issue:41628", "issue:42371", "issue:42907", @@ -13151,294 +13219,295 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", - "issue:43550", - "issue:43723", + "issue:43576", + "issue:43646", "issue:43756", "issue:43784", "issue:43937", - "issue:44038", + "issue:43976", "issue:44060", - "issue:44222", + "issue:44117", + "issue:44188", "issue:44261", "issue:44263", - "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44442", + "issue:44464", "issue:44485", + "issue:44488", "issue:44514", "issue:44521", "issue:44625", + "issue:44671", "issue:44704", - "issue:44779", + "issue:44743", "issue:44829", "issue:44945", "issue:44964", "issue:45200", - "issue:45216", - "issue:45245", "issue:45278", "issue:45290", - "issue:45478", - "issue:45593", "issue:45600", + "issue:46002", + "issue:46082", "issue:46132", - "issue:46328" + "issue:46326" ], "soft_pairs": [ - "issue:43550|issue:46132", + "issue:44464|issue:46082", + "issue:22355|issue:28218", + "issue:43756|issue:44060", + "issue:44671|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:44117|issue:44704", "issue:42371|issue:44263", - "issue:30990|issue:33357", "issue:44295|issue:44297", - "issue:43232|issue:45593", + "issue:30990|issue:33357", + "issue:43122|issue:44521", + "issue:44188|issue:44373", "issue:42907|issue:44945", - "issue:43723|issue:44442", "issue:44704|issue:45290", + "issue:43122|issue:46326", "issue:44261|issue:44373", + "issue:39401|issue:44488", "issue:42907|issue:43937", + "issue:43976|issue:44945", "issue:41628|issue:45278", - "issue:43756|issue:44060", + "issue:43232|issue:44743", "issue:43408|issue:43475", "issue:43784|issue:45600", - "issue:43116|issue:45200", + "issue:39401|issue:44521", "issue:42907|issue:44964", + "issue:43116|issue:45200", "issue:43122|issue:44514", "issue:44625|issue:44829", - "issue:44360|issue:44485", - "issue:44038|issue:44297", - "issue:43232|issue:45245", - "issue:43122|issue:44521", - "issue:28218|issue:30990", - "issue:44038|issue:44295", - "issue:42907|issue:43452", - "issue:43122|issue:44779", - "issue:36296|issue:43116", - "issue:44038|issue:44222", - "issue:45216|issue:45478", - "issue:44279|issue:46328" + "issue:44360|issue:44485" ], - "prepared_review_unit_hash": "295d9b3aeb77cf56524d02439f1d50b7f6e732886fb818081049235b140feb45", + "prepared_review_unit_hash": "d3ad49bf375d53c406ae564e7754a1a51543611cb9056475d461b8f6c0763166", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36290, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "soft_pair_count": 29, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not a clean duplicate set. The only strong near-duplicate pair is the Qwen3.5 save/load regression; the rest are separate tokenizer, model, multimodal, import, and training issues.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45216 is the strongest anchor because it is a concrete, versioned regression in Qwen3.5 save/load behavior and it matches the only plausible duplicate pair in the cluster.", + "summary": "The cluster is mostly heterogeneous: the soft pairs span tokenizer, model-loading, generation, config, and import issues, but none look like the same underlying bug/change. No PRs are present.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report here and is the best available representative for the cluster\u2019s main tokenization theme, even though the items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the most triage-worthy representative: specific repro scope, explicit regression version, and a clear code path around checkpoint serialization/loading.", + "best_issue_reason": "43122 is the most representative issue: it is clearly reproducible, open, and sits closest to several tokenization/chat-template related candidates without overcommitting to a narrower subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:44464", + "right": "issue:46082", "accept": false, - "reason": "Different problems: one is torch.compile/SDPA on Bamba, the other is AttentionInterface.register behavior." + "reason": "Different bugs: compiled-generation inconsistency vs LlamaConfig head_dim validation." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "TF32 settings guidance vs a torch.split indexer bug; no shared underlying defect." + "reason": "Unrelated areas: ONNX import failure vs tokenizer spacing after added tokens." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Unrelated loading stall versus MacOS bus error in a community CLIP model." + "reason": "Different model-specific problems: RoPE layer dropping vs tied-weights warning on Qwen3-Next." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44671", + "right": "issue:46132", "accept": false, - "reason": "Buffer read access issue vs tokenizer_config.json class mismatch; different code paths." + "reason": "Masked-LM prediction regression is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Generation kwargs/sync_gpus bug is unrelated to D-FINE auxiliary losses." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Saving dequantized models is unrelated to incorrect pipeline-parallel generation output." + "reason": "Broken env command and sentence-transformers import NameError are unrelated." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Both mention AutoTokenizer, but one is a broad v5 loading regression and the other is a specific tokenizer failure; not enough evidence of the same bug." + "reason": "Tokenizer mapping None-handling and AutoProcessor cached_file kwargs are different code paths." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "AutoProcessor cached_file kwargs issue is unrelated to chat template crashes with tool calls." + "reason": "TF32 configuration guidance is unrelated to torch.split return handling." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Precision/config issue in MLA layernorm is unrelated to a docstring error." + "reason": "Position_ids buffer access and tokenizer_class save_pretrained mismatch are separate bugs." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Dequantized save_pretrained bug and invalid GenerationConfig are unrelated." + "reason": "Sentence-Transformers loading hang and MacOS bus error are not the same issue." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Specific AutoImageProcessor import failure is not the same as broad post-upgrade import errors." + "reason": "Both are tokenizer/chat-template related, but one is a versioned tokenization regression and the other is assistant_mask generation for multimodal inputs." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Different Qwen/GLM model-specific bugs with no shared concrete failure path." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring problem." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Model-type mismatch warning and missing attribute on Sam3VisionEncoderOutput are separate SAM 3 issues." + "reason": "Saving dequantized models and pipeline-parallelism output errors are different code paths." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "sentence-transformers import NameError and stale auto_mappings config references are unrelated." + "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashing on tool-call messages are distinct bugs." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Example script classification output bug is unrelated to Gemma 4 token-type-id behavior." + "reason": "Tokenizer behavior regression and continue_final_message on mistral_common tokenizers are not clearly the same defect." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Dequantized save bug and Phi-4 multimodal loading failure are different issues." + "reason": "Missing rms_norm_eps in MLA layernorm config is unrelated to the position_ids docstring." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer output changes across versions are not the same as a batched chat-template padding crash." + "reason": "Wrong offset_mapping and failure to load a specific model are unrelated." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "Dequantized save failure and invalid GenerationConfig are separate issues." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "DSA indexer implementation discussion and GLM-5 RoPE implementation are different model internals." + "reason": "Python version support breakage and pipeline-parallelism output corruption are unrelated." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Qwen3-VL-Moe model bug and tokenizer save_pretrained class mismatch are unrelated." + "reason": "A specific missing top-level import does not match the broader many-import-errors report closely enough." }, { "left": "issue:43232", - "right": "issue:45245", + "right": "issue:44743", "accept": false, - "reason": "Generation kwargs handling is unrelated to the categories-limit runtime error." + "reason": "Generation kwargs after sync_gpus and recurrent-state reset in modular_qwen3_5.py are different bugs." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "General tokenization regression and multimodal assistant_masks bug do not share the same concrete failure." + "reason": "Model-type warning and missing fpn_position_embeddings are different SAM 3 failures." }, { - "left": "issue:28218", - "right": "issue:30990", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer spacing bug and Sentence Transformers loading hang are unrelated." + "reason": "sentence-transformers import NameError is unrelated to stale Sam3LiteText auto_mappings references." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are different code paths." + "reason": "Offset mapping correctness and multimodal assistant_masks are different tokenizer behaviors." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failures and Phi-4 multimodal load failures are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Dequantized save issue is unrelated to gguf_file loading breakage." + "reason": "Empty multi-label classification results are unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Versioned tokenizer behavior change is unrelated to chat-template crashes with batched padding=False." + "reason": "Different tokenizer/chat-template bugs affecting different model families and failure modes." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Tensor parallel training bug and multi-label classification empty results are unrelated." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained moe are not the same bug." + "reason": "Precision/epsilon config issue is not a docstring duplicate." }, { - "left": "issue:45216", - "right": "issue:45478", - "accept": true, - "reason": "Both are Qwen3.5 MoE save/load regressions on 5.4.0+: one says save_pretrained produces a bad checkpoint, the other says from_pretrained fails; these plausibly share the same serialization/load bug." + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access bug and tokenizer_config.json class mismatch are not the same defect." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Generic dependency complaint and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "DSA indexer activation omission and GLM-5 RoPE implementation discussion are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most pairs are clearly unrelated by title/problem domain, and the only accepted near-duplicate pair, issue:45216 with issue:45478, is plausibly the same Qwen3.5 MoE save/load regression and could be fixed by one PR. The soft-edge rejections are conservative and do not overclaim duplication." - }, - "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 }, @@ -13453,297 +13522,275 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:22355", "issue:28218", "issue:29127", "issue:29159", - "issue:33453", + "issue:30990", + "issue:36296", "issue:38617", - "issue:39401", + "issue:42175", "issue:42222", "issue:42371", + "issue:42673", "issue:42757", - "issue:42831", + "issue:42907", "issue:43066", "issue:43116", "issue:43122", + "issue:43278", "issue:43441", + "issue:43452", "issue:43493", "issue:43611", "issue:43784", "issue:43824", - "issue:43825", "issue:43874", "issue:43937", - "issue:43976", "issue:43992", "issue:44038", - "issue:44075", + "issue:44188", + "issue:44222", + "issue:44295", "issue:44297", "issue:44351", "issue:44355", - "issue:44380", "issue:44485", - "issue:44488", - "issue:44521", - "issue:44625", "issue:44704", "issue:44779", - "issue:44936", - "issue:45083", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", "issue:45278", - "issue:45357", "issue:45446", "issue:45478", - "issue:45563", "issue:45753", "issue:46002", - "issue:46077", "issue:46231", - "issue:46326" + "issue:46328" ], "soft_pairs": [ - "issue:39401|issue:44488", - "issue:43122|issue:46326", - "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:43784|issue:45446", - "issue:22355|issue:28218", + "issue:43278|issue:44945", "issue:22355|issue:29159", "issue:42757|issue:44351", + "issue:42175|issue:44938", + "issue:42673|issue:45072", + "issue:43493|issue:45753", "issue:43992|issue:44704", "issue:43066|issue:44779", + "issue:22355|issue:29127", "issue:44355|issue:46231", - "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:44188|issue:46328", "issue:43937|issue:44485", - "issue:44075|issue:44936", - "issue:42371|issue:43874", - "issue:42222|issue:43441", - "issue:42831|issue:44297", - "issue:43976|issue:45446", - "issue:45357|issue:45478", - "issue:44038|issue:45478", - "issue:43116|issue:43825", - "issue:43493|issue:45753", - "issue:45083|issue:45446", + "issue:43611|issue:46002", "issue:43116|issue:43493", - "issue:43937|issue:45563", - "issue:22355|issue:29127", - "issue:33453|issue:39401", - "issue:44625|issue:46002", - "issue:38617|issue:45278", - "issue:44380|issue:46077" + "issue:42371|issue:43874", + "issue:42222|issue:43441" ], - "prepared_review_unit_hash": "6179ae9e1eb009aa8712294c241dc6345e15b9be3f58498e4d61c9af7c9a7f49", + "prepared_review_unit_hash": "2bc9c189ab07606925cce75a64798f4eb422aac822211dcadca5d05b5666020d", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36185, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34761, + "estimated_input_tokens": 8691, + "estimated_eval_tokens": 17638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: tokenizer regressions, import errors, model-specific bugs, training issues, and documentation mismatches. None of the soft pairs look like the same concrete bug/change, so all are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45278 is the closest broad umbrella in the set (general v5 import-regression complaints), but the cluster is too mixed for a true duplicate canonical.", + "summary": "Most pairs are only loosely related by broad subsystem or version-regression theme; none look merge-safe as duplicates. The cluster is mixed, with tokenizer regressions being the closest common thread.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43122 is the broadest and most central tokenizer-regression report in this set, so it is the best issue representative if one must be chosen. That said, the cluster overall is heterogeneous and not a clean duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most representative by breadth and discussion, but only as a loose umbrella; it does not actually unify the rest into one duplicate bug.", + "best_issue_reason": "Issue 43122 is the best overall issue candidate because it most directly captures the shared tokenizer-v5 regression theme seen in the closest related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Different failures: Qwen3 tokenizer offset mapping vs loading a specific model checkpoint." + "reason": "Different bugs: a Qwen3-VL-Moe model/load regression versus a tokenizer save_pretrained config mismatch." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both involve tokenization, but one is a v4\u2192v5 behavior change and the other is a mistral_common continue_final_message bug." + "reason": "Unrelated symptoms and code paths: Qwen3-VL-Moe loading issue vs position_ids buffer access error." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:28218", + "right": "issue:30990", "accept": false, - "reason": "Offset-mapping bug and multimodal assistant-mask bug are unrelated code paths." + "reason": "Tokenizer spacing behavior is unrelated to a Sentence Transformers loading hang." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Both are import errors, but for different symbols and different model paths." + "reason": "Different pretrained/save failures: dequantized model saving vs gguf_file/from_pretrained loading." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Unrelated issues: sentence-transformers import NameError vs flex_attention version-check bug." + "reason": "Both concern tokenization regressions, but one is generic v5 drift and the other is a Deepseek-specific wrong-output report; not enough evidence of the same concrete bug." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "ONNX module import failure is unrelated to added-token spacing in tokenization." + "reason": "Tensor-parallel training bug and example-script multi-label output bug are separate issues." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Import error vs tokenizer consistency / error-message issue; not the same bug." + "reason": "Qwen3-VL-Moe breakage and FP8 save_pretrained behavior are different model-path problems." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Different missing imports from different packages and code paths." + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained checkpoint correctness and the other is a from_pretrained load error." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Model weight-loading bug vs AutoProcessor kwargs forwarding bug are distinct." + "reason": "Different missing exports from transformers; separate import errors for different symbols." }, { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Related theme, but one is decoder-type selection and the other is Deepseek tokenization correctness." - }, - { - "left": "issue:44355", - "right": "issue:46231", - "accept": false, - "reason": "Compiled-file execution error and a documentation parameter-name mismatch are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Base-model-prefix loading regression and NaNs in classification heads are different problems." + "reason": "sentence-transformers import failure and flex_attention version-check bug are unrelated." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "GLM-5 generation-config validation vs GLM-5 RoPE implementation are different bugs." + "reason": "Embedding dtype drift in eval is not the same as incorrect output under pipeline parallelism." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Optimizer argument handling and trainer.train()/evaluate() failure do not share the same concrete cause." + "reason": "ONNX module import error and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "TF32 API guidance issue is unrelated to missing image-patch helper logic." + "reason": "Different missing imports from different packages; no shared code-path evidence." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Different model families and failures: vitpose import breakage vs Ministral flash-attention failure." + "reason": "Packaging/backend dependency issue is unrelated to Python 3.14 load failure." }, { - "left": "issue:42831", - "right": "issue:44297", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "FP8 accuracy issue and tokenizer save_pretrained metadata mismatch are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to bfloat16 dtype mismatches in CI inference." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Python-version support regression and a PyTorch version-check import bug are distinct." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are different model-specific bugs." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Both are Qwen3.5/Qwen3.5-Moe related, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + "reason": "Missing embed_tokens weight in UMT5Encoder loading is separate from AutoProcessor kwargs forwarding." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Same broad model family, but different variants and different failure surfaces; not the same concrete code path." + "reason": "Both are tokenizer-v5 regressions, but the reported failures point to different concrete behaviors and likely different code paths." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Example-script multi-label output bug vs pipeline translation-task error message are unrelated." + "reason": "No module import error and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Different multimodal/model-specific bugs: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop." + "reason": "Compiled-file runtime errors and a documentation parameter-name mismatch are not duplicates." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "qwen3_omni_moe feature-length helper bug is unrelated to flex_attention import/version checking." + "reason": "A single missing import symbol is not the same as broad import failures after upgrade." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Classification example behavior and SigLIP2 implementation discrepancy are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to sequence feature padding performance." }, { "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GenerationConfig validation error and stale num_return_sequences warning are different generation issues." - }, - { - "left": "issue:22355", - "right": "issue:29127", + "right": "issue:44485", "accept": false, - "reason": "No module import failure is unrelated to LayoutLMv3 box-information error messaging." + "reason": "Invalid GenerationConfig and RoPE implementation discussion are different GLM-5 issues." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset-mapping bug are not the same bug." + "reason": "base_model_prefix loading regression and NaNs in classification heads are separate bugs." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Config propagation for num_labels and NaNs in heads are different failure modes." + "reason": "Example-script empty outputs and SigLIP2 implementation mismatch are unrelated." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "45278 is a broad import-regression umbrella, but 38617 is one specific missing symbol and there is not enough evidence they are the same root cause." + "reason": "TF32 API warning and missing image-patch-count method are unrelated." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Both affect attention behavior, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask logic are distinct." + "reason": "VitPose breakage and Ministral flash-attention failure are different model-specific problems." } ] }, @@ -13765,275 +13812,291 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", + "issue:42617", "issue:42673", "issue:43064", - "issue:43066", + "issue:43116", "issue:43122", - "issue:43381", - "issue:43408", - "issue:43421", "issue:43450", + "issue:43582", "issue:43673", - "issue:43742", + "issue:43825", "issue:43827", + "issue:43906", "issue:43937", + "issue:43976", "issue:43986", + "issue:44038", + "issue:44075", "issue:44117", "issue:44291", + "issue:44380", "issue:44410", "issue:44466", - "issue:44483", - "issue:44484", - "issue:44496", "issue:44779", "issue:44829", - "issue:44877", - "issue:44938", - "issue:44945", - "issue:44964", + "issue:44936", "issue:44977", "issue:45071", - "issue:45072", "issue:45081", + "issue:45083", "issue:45216", - "issue:45278", "issue:45310", + "issue:45341", + "issue:45357", "issue:45405", "issue:45446", - "issue:45464", + "issue:45478", + "issue:45561", + "issue:45563", "issue:45588", "issue:46002", + "issue:46077", "issue:46178", - "issue:46231", "issue:46298", "issue:46328" ], "soft_pairs": [ - "issue:42175|issue:44938", - "issue:39401|issue:44779", - "issue:44117|issue:45588", - "issue:43381|issue:44945", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", "issue:43827|issue:45446", "issue:43450|issue:43986", + "issue:43673|issue:46328", "issue:43937|issue:44977", + "issue:44291|issue:45071", "issue:44466|issue:46002", "issue:45405|issue:45446", - "issue:42673|issue:45072", "issue:44117|issue:45081", "issue:43122|issue:46298", + "issue:45341|issue:45561", "issue:44410|issue:45310", + "issue:45341|issue:46328", "issue:44829|issue:45216", - "issue:44291|issue:45071", + "issue:42673|issue:43582", + "issue:42617|issue:45341", "issue:38617|issue:41628", - "issue:42222|issue:46178", - "issue:39401|issue:43421", - "issue:43408|issue:43742", - "issue:44877|issue:46231", - "issue:44484|issue:45310", - "issue:43937|issue:44496", - "issue:43066|issue:43122", - "issue:44483|issue:45464", - "issue:44117|issue:46328", - "issue:44964|issue:45278" + "issue:42222|issue:46178" ], - "prepared_review_unit_hash": "7605eeda62fdaf7d1f52373bdfc2709c74aacd6b34bcfe4bcc681c35ca367d80", + "prepared_review_unit_hash": "fcab82275fb4b3a970050f28c94537c763c09874a32515e4e9394f1eaffadd40", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35241, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mixed bag of unrelated Transformers issues. The soft-similarity pairs are mostly same-subsystem or same-version lookalikes, but not the same underlying bug/change, so they should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43122 is the best representative issue here: it is a clear, user-facing v5 tokenizer regression with a broad scope, and it sits closest to the other tokenizer-related near-matches in this set.", + "summary": "No strong duplicate pairs here; the set mixes unrelated regressions across tokenizers, Qwen model variants, trainer/FSDP, vision/video processors, and version-check/import issues. I found no soft edge that clearly represents the same underlying bug or change.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43122 is the most canonical representative of the cluster: it describes a broad tokenizer regression across versions with a clear before/after comparison, whereas most other issues are narrower model-specific or unrelated symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest triage anchor overall because it is specific enough to be actionable while still broad enough to represent the tokenizer-regression slice of the cluster.", + "best_issue_reason": "43122 is the best single issue to anchor this cluster because it is the broadest tokenizer behavior regression and is more general than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Different failures: backend/dependency packaging vs Python 3.14 import/load breakage." + "reason": "Optimizer-argument handling and post-train evaluate failure are different code paths and different symptoms." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different concrete bugs on different models/code paths." + "reason": "Python version compatibility is unrelated to a flex_attention AuxRequest import/version check." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer mapping fallback bug vs flash-attention crash on missing s_aux; unrelated code paths." + "reason": "Both are Qwen3.5-related, but one is save_pretrained serialization of visual keys and the other is a from_pretrained load error; not clearly the same concrete bug." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Gradient-checkpointing eval-mode issue and pipeline-parallelism output corruption are distinct problems." + "reason": "Different model families/versions and different failure surfaces; too broad to treat as one bug." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Distributed optimizer-state mismatch and generation cache missing are different training vs inference bugs." + "reason": "Example-script multi-label output failure and pipeline v5 migration messaging are distinct issues." }, { - "left": "issue:43827", + "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Documentation cleanup does not match the flex_attention version-check bug." + "reason": "A qwen3_omni_moe helper-function bug is unrelated to a flex_attention import/version guard." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Batched video shape bug and missing-torchvision AutoProcessor crash are different video-loading issues." + "reason": "FSDP/PEFT optimizer-state corruption and chunked-prefill cache handling are different trainer/generation paths." }, { "left": "issue:43937", - "right": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Different model-specific generation failures with different symptoms and likely different causes." + "reason": "Invalid GenerationConfig and a stale warning in paged generate are not the same bug." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Serialization tied-weight inconsistency vs NaNs after checkout/init are not the same bug." + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are related only at a high level, not the same underlying defect." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling behavior under SDPA/FlashAttention differs from Gemma4 bidirectional-mask construction." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback logic and flash_attention sink-less-model crash are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "A dependency-version complaint is not the same as an incorrect import version check." + "reason": "Both are tokenizer regressions, but they affect different model families and different observable behavior." }, { "left": "issue:42673", - "right": "issue:45072", + "right": "issue:43906", "accept": false, - "reason": "VRAM leak in dataloader threads and bfloat16 dtype mismatch are unrelated." + "reason": "A VRAM leak in multi-dataloader-thread use is not the same as an isolated reproduction of another issue." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer mapping None handling vs Mistral regex patch crash are separate tokenizer-loading bugs." + "reason": "Documentation references to pipeline() are unrelated to the AuxRequest import version check." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Tokenizer behavior regression and noisy logging message are unrelated." + "reason": "Batched video-processor shape handling and AutoProcessor crash without torchvision are different video-processing failures." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained error are different model/config issues." + "reason": "Generation cache missing in chunked prefill is unrelated to a padding performance issue in SequenceFeatureExtractor." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are not the same code-path problem." + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation problems are distinct bugs." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are different v5 breakages." + "reason": "Unexpected _is_hf_initialized argument handling is not the same as PretrainedConfig type-checking breakage." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different failure modes." + "reason": "Serialization of tied lm_head weights and NaNs in classification heads are different failure modes." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Broken VitPose models and unknown tensorflow_text backend mapping are unrelated." + "reason": "PEFT minimum-version metadata and PyTorch version checks are unrelated." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Wrong offset_mapping and runtime post-processor update behavior are different tokenizer bugs." + "reason": "Tokenizer mapping None handling and Mistral regex patch crashes affect different subsystems." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Model-type warning mismatch and KeyError while loading MobileLLM are separate loading issues." + "reason": "Tokenizer regression versus noisy logging message; no shared underlying defect." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Strict config loading vs documentation parameter mismatch are not the same bug." + "reason": "A generic testing_utils bug and an xdist race in captured_info.txt are not clearly the same issue." }, { - "left": "issue:44484", + "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Chat/completions request rejection and Qwen3.5 MoE from_pretrained failure are different problems." + "reason": "Qwen3next missing projections and Qwen3.5 MoE from_pretrained error are different model-path problems." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "GenerationConfig validation failure and unrecognized model config loading error are unrelated." + "reason": "Testing_utils behavior and feature-extractor padding performance are unrelated." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization output are related broadly, but not the same concrete defect." + "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained checkpoint regression do not share the same code path." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "API request acceptance failure and streaming inference failure on a specific model are not the same bug." + "reason": "VRAM leak in threaded loading and AppleSilicon TypeError in caching_allocator_warmup are unrelated." }, { - "left": "issue:44117", - "right": "issue:46328", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Tokenizer mapping logic and SequenceFeatureExtractor.pad performance behavior are unrelated." + "reason": "Both are import errors, but for different symbols and modules, so they are not the same bug." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Specific multimodal model load failure and broad post-update import errors are different scopes and causes." + "reason": "Vitpose model breakage and an unknown backend mapping error are different problems." } ] }, @@ -14055,331 +14118,306 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:38617", + "issue:39401", "issue:41628", "issue:42175", "issue:42222", "issue:42371", + "issue:42490", "issue:42673", "issue:42831", "issue:43012", + "issue:43066", "issue:43097", - "issue:43335", + "issue:43122", "issue:43408", + "issue:43421", "issue:43441", - "issue:43452", "issue:43577", "issue:43673", + "issue:43742", "issue:43874", - "issue:43906", "issue:43931", - "issue:43976", - "issue:43986", - "issue:44038", + "issue:43937", "issue:44075", - "issue:44117", - "issue:44188", "issue:44220", "issue:44261", "issue:44263", "issue:44360", - "issue:44368", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", + "issue:44496", "issue:44829", - "issue:44913", + "issue:44877", "issue:44933", - "issue:44945", - "issue:44977", - "issue:44987", "issue:45071", - "issue:45440", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", "issue:45478", "issue:45542", - "issue:45588", "issue:45656", "issue:46172", "issue:46231", "issue:46328" ], "soft_pairs": [ + "issue:45362|issue:46328", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:43066|issue:43122", + "issue:44933|issue:45278", + "issue:44483|issue:45464", "issue:44075|issue:45656", + "issue:42371|issue:42831", "issue:42222|issue:45542", "issue:43012|issue:43577", "issue:44410|issue:45478", - "issue:44188|issue:46328", - "issue:42371|issue:44261", - "issue:44913|issue:46328", "issue:42175|issue:42222", - "issue:38617|issue:44220", "issue:43097|issue:44493", + "issue:43673|issue:45341", "issue:41628|issue:45071", "issue:43874|issue:44261", "issue:44263|issue:44485", - "issue:42673|issue:44977", "issue:45071|issue:45542", - "issue:42673|issue:43906", "issue:43012|issue:43408", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:44484|issue:45478", "issue:43441|issue:44829", - "issue:43931|issue:44038", - "issue:43335|issue:45071", - "issue:42371|issue:42831", - "issue:43097|issue:43452", - "issue:44933|issue:46231", - "issue:44117|issue:44987", - "issue:43408|issue:44368", - "issue:43874|issue:44263", - "issue:43673|issue:46328", - "issue:43976|issue:44945", - "issue:43986|issue:44484", - "issue:45440|issue:46172", - "issue:43097|issue:45588" + "issue:44484|issue:45478", + "issue:43931|issue:44410" ], - "prepared_review_unit_hash": "525f591f27193f7c29bd0c860a1268afc8d36cc4b78838775c2648b68ea4d04c", + "prepared_review_unit_hash": "53a81ed5a5df4b68c9b4c0f8f69c9c1693d4f5c019f4dd83b9520ce380f7aaec", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37730, - "estimated_input_tokens": 9433, - "estimated_eval_tokens": 19122 + "soft_pair_count": 30, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated import errors, model-loading regressions, config/serialization bugs, FlashAttention behavior, precision warnings, and packaging/backend problems. I found no convincing duplicate pairs, so all soft edges are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45071 is the best representative only in the loose sense that it is a clear, core-library regression in `PretrainedConfig` type checking; the rest are mostly model- or backend-specific and do not share one underlying fix.", + "summary": "The cluster is still very heterogeneous: import regressions, tokenizer behavior, model-loading errors, optimizer issues, and unrelated precision/performance reports. The only seemingly near-match pairs are thematically similar, but the packet does not justify any exact duplicate merges; in particular, the Qwen3.5 MoE from_pretrained reports should not be matched to the max_shard_size issue.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set and the closest thing to a cluster anchor, since it covers post-upgrade import breakages. It is still only a representative, not a true canonical for the whole mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the most broadly applicable and clearest issue in the set, but the overall cluster is not a true duplicate group.", + "best_issue_reason": "45278 is the best single issue to represent the cluster because it is the most general high-signal regression report among the items, but it does not subsume the many unrelated subtopics.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Different optimizer bugs: one says SGD arguments are ignored, the other says optimizer.step() is called twice under deepspeed." + "reason": "Different models and different failure modes; not the same bug." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Unrelated failures: vitpose model breakage vs. tensorboard/TensorFlow backend installation error." + "reason": "Both are tokenizer-related, but wrong offset mapping and runtime post-processor updates are distinct defects." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Both involve dtype/precision, but one is a PyTorch compile warning and the other is Blip2 submodules staying float32 on load." + "reason": "Different model-loading warnings/errors with no concrete shared code path." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "Different Qwen model issues and different symptoms: missing projections in one layer vs. from_pretrained loading error." + "reason": "Local-path import warning vs VRAM leak in dataloader threads are unrelated." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Completely different code paths: torch.compile attention-kernel branching vs. audio feature padding performance." + "reason": "TF32 API guidance and rms_norm_eps precision are different issues." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "TF32 API guidance is unrelated to an MLA layernorm epsilon precision bug." + "reason": "Strict config loading and a documentation parameter mismatch are not the same problem." }, { - "left": "issue:44913", - "right": "issue:46328", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "GPTNeoX config reload regression is unrelated to SequenceFeatureExtractor.pad performance." + "reason": "Issue 44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Packaging/backend install issue vs. vitpose model breakage; no shared underlying bug." + "reason": "GenerationConfig validation and missing model_type config are different loading failures." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different missing-function/import problem vs. a feature-extraction implementation issue." + "reason": "ImportError for a missing symbol and an fbank feature-extraction issue are unrelated." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "One is about a removed config field, the other about unexpected position-id keys; similar theme but not the same bug." + "reason": "Both concern tokenizer changes in v5, but the reported behaviors are different." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Both are import/API regressions, but they affect different objects and failure modes." + "reason": "The broad import-regression report is too generic to prove it is the same concrete missing-import bug." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Different multimodal processing bugs: missing image-patch method vs. missing RMS norm epsilon in MLA." + "reason": "Chat/completions request acceptance and streaming inference on a specific model are different problems." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different GLM-family issues affecting distinct code paths and model behavior." + "reason": "Unused SGD args and double optimizer stepping with deepspeed are distinct optimizer bugs." }, { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "VRAM leak in multi-threaded loading is unrelated to flash-attention generation failure." + "reason": "TF32 behavior and FineGrainedFP8 accuracy are unrelated precision topics." }, { - "left": "issue:45071", + "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Core config type-checking regression is unrelated to TensorFlow backend detection during install/runtime." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "The second is a reproduction of another issue, not the same as a Qwen3ForCausalLM VRAM leak." + "reason": "Vitpose model breakage and missing TensorFlow backend are separate issues." }, { "left": "issue:43012", - "right": "issue:43408", - "accept": false, - "reason": "Both mention warnings, but one is about float32 precision warnings and the other about a model-type mismatch warning." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Different models and failures: torch.split behavior in GLM MoE indexer vs. a DeepSeek-V4 tensor transformation bug." - }, - { - "left": "issue:44360", - "right": "issue:46172", + "right": "issue:43577", "accept": false, - "reason": "No shared underlying bug: missing ReLU in a DSA indexer vs. DeepSeek-V4 dtype/transpose issue." + "reason": "Both involve dtype/precision, but they affect different models and failure modes." }, { - "left": "issue:44484", + "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading errors." + "reason": "Different Qwen model-loading bugs with no shared concrete defect shown." }, { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "Both involve FlashAttention, but one is a Ministral-3 inference failure and the other is degenerate training with FA3; not the same bug." - }, - { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Both are model loading issues in the Qwen3-VL family, but the concrete failure modes are different enough to not merge." + "reason": "TensorFlow install packaging and vitpose breakage are not the same issue." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." + "reason": "Removed config field warning and unexpected position-id keys are different regressions." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "TF32 configuration guidance is unrelated to FineGrainedFP8 accuracy issues." + "reason": "Generation cache bug and a testing_utils bug are unrelated." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Config-field removal warning is unrelated to gguf_file breaking tokenizer/model loading." + "reason": "ImportError for AutoImageProcessor and a PreTrainedConfig type-checking breakage are separate API regressions." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Import failure from image_utils is unrelated to a documentation parameter-name mismatch." + "reason": "Multimodal token counting and rms_norm_eps precision are unrelated." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer mapping returning None is a different root cause than loading physical-intelligence/fast failing on transformers>=5.1.0." + "reason": "GlmMoeDsaIndexer split behavior and GLM-5 RoPE implementation are different code paths." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Both are warnings, but they concern different model/config mismatches and different fixes." + "reason": "Type-checking regression and undefined tf backend error are different failures." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Different GLM46V multimodal token counting bug vs. GLM MoE indexer split behavior." + "reason": "Float32 warning on compile and sam3_video/sam3_tracker type mismatch are unrelated." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to feature-extractor padding overhead." + "reason": "Different model-specific tensor math issues with no clear shared defect." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Python-version compatibility regression is unrelated to incorrect outputs under pipeline parallelism." + "reason": "DSA indexer ReLU bug and DeepSeek-V4 transpose issue are unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Video-model AutoProcessor crash without torchvision is unrelated to save_pretrained sharding-size behavior." + "reason": "FlashAttention is common vocabulary, but inference failure and degenerate training are not the same bug." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Native DeepseekV3MoE divergence from remote code is a different model-implementation issue than DeepSeek-V4 dtype/transpose behavior." + "reason": "Issue 44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Removed config flag warning is unrelated to flash_attention.py crashing on sink-less models." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is mostly cautious, but the soft-edge acceptances overstate the evidence. In particular, issue:44484\u2019s title is about `max_shard_size` in `save_pretrained()`, not the Qwen3.5 MoE `from_pretrained` error, so calling it an exact duplicate of issue:45310 or issue:45478 is not grounded in the packet. With only the provided titles/body snippets, those pairs should stay conservative (at most possible relation, not duplicate)." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14395,23 +14433,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:38617", - "issue:42617", - "issue:42673", "issue:42757", "issue:42890", - "issue:42907", - "issue:43012", "issue:43064", "issue:43066", "issue:43097", - "issue:43208", + "issue:43335", + "issue:43408", + "issue:43452", "issue:43502", - "issue:43550", - "issue:43825", + "issue:43531", + "issue:43673", + "issue:43824", "issue:43873", + "issue:43874", "issue:43906", "issue:43931", "issue:43986", @@ -14419,300 +14457,280 @@ "issue:44038", "issue:44062", "issue:44117", - "issue:44162", "issue:44261", + "issue:44263", "issue:44315", "issue:44351", "issue:44368", "issue:44410", "issue:44484", "issue:44485", - "issue:44655", "issue:44704", - "issue:44964", + "issue:44933", + "issue:44938", + "issue:44987", + "issue:45003", + "issue:45071", "issue:45103", - "issue:45200", - "issue:45290", "issue:45341", "issue:45372", "issue:45375", - "issue:45561", + "issue:45440", "issue:45588", - "issue:45712", - "issue:45753", - "issue:45859", "issue:46050", + "issue:46123", "issue:46172", + "issue:46178", + "issue:46231", "issue:46298" ], "soft_pairs": [ + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43673|issue:46123", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43986|issue:45372", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:44261|issue:44485", "issue:43097|issue:46050", + "issue:43097|issue:45588", "issue:43064|issue:44315", - "issue:42673|issue:45200", "issue:38617|issue:42757", "issue:44062|issue:44117", "issue:44410|issue:45375", "issue:42890|issue:46298", "issue:44038|issue:44410", - "issue:43931|issue:44410", "issue:43502|issue:43992", - "issue:45341|issue:45859", "issue:38617|issue:44351", "issue:43097|issue:43873", - "issue:44261|issue:44485", - "issue:44964|issue:45341", "issue:44704|issue:45103", "issue:43986|issue:44117", - "issue:42617|issue:45341", - "issue:43066|issue:43906", - "issue:43986|issue:45372", - "issue:43986|issue:45290", - "issue:45341|issue:45588", - "issue:45341|issue:45561", - "issue:43208|issue:43550", - "issue:43986|issue:45341", - "issue:43992|issue:44484", - "issue:43012|issue:43550", - "issue:43825|issue:44655", - "issue:43012|issue:44368", - "issue:45712|issue:46298", - "issue:42907|issue:44655", - "issue:42907|issue:45753", - "issue:43097|issue:46298", - "issue:44162|issue:46172" + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "e1801ecf54096f6622cba7f31637bf12449f0962a81dcc7caf1e4d08a0e06c9c", + "prepared_review_unit_hash": "4494439919da80146a3d2b72fb3e3b4af4beb585ee9298e7b293f04225357fd9", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37199, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36947, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive bundle of unrelated Transformers issues. The soft edges share broad vocabulary (imports, loading, saving, warnings), but they do not look like the same underlying bug or fix path.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue is a clear duplicate anchor for this set; if one representative must be chosen, issue 43873 is the least-bad fit because it is an active, broadly worded user-facing bug with the most discussion and inbound references.", + "summary": "These items are mostly unrelated Transformer regressions and import/load failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43097 is the clearest anchor: it describes a concrete, user-facing v5 regression with a specific missing behavior and broad downstream impact, making it the best representative issue in this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best global representative: it is open, high-engagement, and describes a broad real-world failure mode rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 43097 is the strongest standalone issue to keep: it is specific, actionable, and tied to a clear API regression rather than a vague symptom or model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Both mention v5-era breakage, but one is a config/API removal complaint and the other is a quantization save/load corruption report; different code paths and fixes." - }, - { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "FSDP2 optimizer-state corruption and Liger application under model_init are unrelated distributed-training bugs." + "reason": "Different models and failures: Qwen3-VL weight-shape mismatch vs a Qwen3-VL-MoE issue. Not the same code-path bug." }, { - "left": "issue:42673", - "right": "issue:45200", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "VRAM leak across dataloader threads is unrelated to Gemma 4's mm_token_type_ids defaulting problem." + "reason": "One is a SwitchTransformers sparse-layer config bug; the other is a generic PretrainedConfig type-checking regression." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different dependency/version mismatches." + "reason": "Different APIs and symptoms: removed config flag vs gguf loading broken for tokenizer/model from_pretrained." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "AddedToken special-argument duplication and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer-loading failures." + "reason": "Both involve generation/pipeline behavior, but they are distinct bugs in different code paths and outputs." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Missing attention projections in qwen3next is a different bug from a config field being dropped by @strict." + "reason": "Unrelated areas: sys.modules access in modeling_utils vs a testing_utils bug." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Seed-related test flakiness is unrelated to a noisy logging message." + "reason": "Video AutoProcessor/torchvision crash is unrelated to a testing utility issue." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Different Qwen model variants and different failures: one is a transformers 5.0 Qwen3-VL-Moe bug, the other missing projections in qwen3next." + "reason": "An image_utils import problem is not the same as a documentation/parameter-name mismatch." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Weight shape mismatch on loading a VL model is not the same as missing attention projection modules." + "reason": "The former is a tokenizer-mapping None assumption; the latter is a specific model-loading failure for a named repo. Too little evidence of one bug." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "local_files_only still triggering network access is unrelated to a missing embed_tokens.weight during UMT5Encoder loading." + "reason": "Different warnings in different model families; not the same underlying defect." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "A testing_utils bug and a Qwen3_5Moe rotary-embedding/offload incompatibility are unrelated." + "reason": "Different GLM components and failure modes: missing image-patch helper vs torch.split return handling." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Different missing-import symbols from different places; same symptom class, not the same bug." + "reason": "A processor/torchvision import crash is unrelated to save_pretrained shard-size behavior." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "One is removal of a config option, the other is offloading not behaving with quantization; not the same code-path failure." + "reason": "Both are loading/import errors, but for different missing dependencies and different processors; not the same bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "A missing rms_norm_eps causing precision differences is unrelated to the GLM-5 RoPE implementation question." + "reason": "Different DeepSeek model implementations and different tensor-operation bugs." }, { - "left": "issue:44964", + "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Multimodal model loading failure and a testing_utils bug do not share a concrete underlying defect." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "cached_file kwargs propagation and an auto_docstring annotation crash are different utilities with different failure modes." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Processor loading without torchvision and tokenizer mapping returning None are separate loader paths." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing_utils bug." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "3d_parallel execution failure is unrelated to a testing utility bug." + "reason": "A missing rms_norm_eps config field is a different issue from GLM-5 RoPE implementation." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "43906 is only a reproduction of another issue; its title does not show the same concrete tokenizer-decoder bug as 43066." + "reason": "Removed config behavior in v5 is not the same as quantized model save/load corruption." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Missing torchvision during processor loading is unrelated to a mistral_common import error in Gemma 4 processor loading." + "reason": "No overlap in code path: tie_embeddings config removal vs flash_attention crashing on sink-less models." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Processor loading crashes and apply_chat_template crashes are different code paths." + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel not applying with model_init." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Testing-utils behavior and flash_attention crashing on s_aux=None are unrelated." + "reason": "Both are import errors, but for different symbols and different modules; not the same missing export." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Testing-utils bug and xdist race on captured_info.txt are different issues." + "reason": "AddedToken keyword duplication is a tokenizer construction bug, not the same as tokenizer-mapping None handling." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are model-specific and unrelated." + "reason": "Different model/config families and distinct missing-field/projection problems." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Processor-loading crash vs testing-utils bug; no shared underlying defect." + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Missing embed_tokens.weight is unrelated to the default max_shard_size value question." + "reason": "Different Qwen model variants and different architectural failures." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "A compile-time precision warning is not the same as a torch.compile SDPA failure." + "reason": "Local-files-only network leakage is unrelated to missing embed_tokens weights during UMT5Encoder loading." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "An incorrect translation-task error message and inability to save Pipeline objects are different pipeline/save_pretrained problems." + "reason": "Both are import errors, but they concern different exported names and different breakages." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Both mention warnings, but they come from different mechanisms and different model behaviors." + "reason": "Config removal in v5 and quantization offloading problems are separate regressions." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Leftover dummy classes in dummy_pt_objects.py and a noisy logging message are unrelated repository hygiene issues." + "reason": "Passing kwargs to cached_file and future-annotations crashes are different failure points." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained failures with different objects and causes." + "reason": "Processor loading without torchvision and tokenizer-mapping None assumptions are unrelated." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "A save/load quantization bug and an infinite-loop image-generation bug are not the same underlying defect." + "reason": "Different missing dependency/import errors affecting different model loaders." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "A v5 config removal issue and a noisy logging message do not share a fix path." + "reason": "Python 3.14 import/load failure is unrelated to an unsupported BACKENDS_MAPPING backend." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "ESM2 breakage affecting scientific workflows is unrelated to a deepseek-v4 dtype/transpose bug." + "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not clearly the same concrete bug." } ] }, @@ -14734,290 +14752,310 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42490", "issue:42757", - "issue:42994", + "issue:42907", "issue:43012", "issue:43064", - "issue:43066", + "issue:43097", "issue:43208", - "issue:43299", "issue:43352", - "issue:43475", "issue:43502", "issue:43526", - "issue:43611", + "issue:43550", + "issue:43582", "issue:43618", - "issue:43673", + "issue:43756", "issue:43761", "issue:43792", "issue:43824", - "issue:43867", - "issue:43901", - "issue:43937", + "issue:43825", + "issue:43976", + "issue:43992", "issue:44038", + "issue:44162", "issue:44222", "issue:44230", + "issue:44368", "issue:44380", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", - "issue:44625", "issue:44655", "issue:44683", - "issue:44938", - "issue:45216", - "issue:45276", + "issue:44936", "issue:45290", "issue:45478", + "issue:45479", "issue:45600", "issue:45698", - "issue:46077", - "issue:46082", + "issue:45712", + "issue:45753", "issue:46123", + "issue:46132", "issue:46172", - "issue:46178", - "issue:46209", - "issue:46298" + "issue:46298", + "issue:46365" ], "soft_pairs": [ + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:45479", "issue:43792|issue:46123", - "issue:44938|issue:46178", + "issue:43064|issue:44380", + "issue:44380|issue:46132", "issue:44483|issue:44514", "issue:44222|issue:45478", "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44936|issue:46365", "issue:43012|issue:44683", "issue:42490|issue:43012", "issue:42757|issue:43824", "issue:45600|issue:46298", "issue:38617|issue:43502", "issue:45698|issue:46172", + "issue:43618|issue:44380", "issue:44038|issue:44230", - "issue:43673|issue:46123", - "issue:44483|issue:45290", - "issue:43064|issue:44380", - "issue:43299|issue:43867", "issue:43618|issue:43761", - "issue:43066|issue:46209", - "issue:36683|issue:43475", - "issue:45276|issue:46077", - "issue:42994|issue:44655", - "issue:43901|issue:44655", - "issue:36010|issue:42757", - "issue:44625|issue:46077", - "issue:43611|issue:44655", - "issue:43352|issue:43937", - "issue:43867|issue:45216", - "issue:46077|issue:46082", - "issue:43502|issue:44485" + "issue:44483|issue:45290", + "issue:43756|issue:44485" ], - "prepared_review_unit_hash": "db2ea9e9781f1850dc0c9e64577b503d49687930c4fa6b74be0b5036c31b9616", + "prepared_review_unit_hash": "a0a488c8e7389b7e2cf30b164c2ef1df6f058fc59e7863bd1fc19671060cf5df", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35921, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36415, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are all false positives: they mostly connect unrelated bugs across different model families, APIs, or failure modes. No single canonical issue/PR stands out for this set.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue; the items are heterogeneous and span many unrelated subsystems, so choosing one representative would be arbitrary.", - "canonical_pr_reason": "No PRs were provided.", - "best_issue_reason": "No single issue is globally best for dedupe because the candidate issues do not share one underlying defect or change.", - "best_pr_reason": "No PRs were provided.", + "summary": "This cluster is noisy and mostly heterogeneous: many items share superficial terms like import, save_pretrained, attention, or compile, but they point to different code paths and different failures. No PRs are present. If forced to anchor the cluster, the most representative issue is the serialization/deserialization bug around save_pretrained/from_pretrained.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45698 is the broadest and most active serialization/deserialization report in the set, and it best matches the cluster\u2019s recurring save/load theme better than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest discussion signal and the clearest general user impact around save_pretrained/from_pretrained behavior, so it is the best single issue to keep as the cluster representative.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:46123", - "accept": false, - "reason": "Whisper loading failure vs a mask-generation batching bug; unrelated subsystems and code paths." - }, - { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Python 3.14 import/load problem vs invalid backend name registration; different failure classes." + "reason": "Different failures: xLSTM training blockers versus a Bamba torch.compile/SDPA regression. Same broad ML area only." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Chat/completions request rejection vs processor chat-template crash on batched padding=False input; not the same bug." + "reason": "One is a missing weight in from_pretrained; the other is the max_shard_size default in save_pretrained. Related API surface, not the same bug." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "FP8 save_pretrained failure vs Qwen3.5 MoE from_pretrained load error; same family, but different directions and code paths." + "reason": "A PyTorch warning when compiling bf16 models is not the same as a Bamba compile failure under SDPA." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; unrelated components." + "reason": "Both touch pipeline-related APIs, but one is an error-message regression and the other is inability to save Pipeline objects." }, { "left": "issue:43012", - "right": "issue:44683", + "right": "issue:44368", "accept": false, - "reason": "PyTorch warning during compile of bfloat16 model vs flex_attention compile failure on torch>=2.9; different concrete issues." + "reason": "Both mention warnings, but they come from different mechanisms: compile precision warning vs tie_word_embeddings warning." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Local-path slash import warning vs bfloat16 compile warning; no shared underlying defect." + "reason": "Dummy-class cleanup breaking checks is unrelated to a noisy logging message." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Different ImportError symbols from different packages; both are import failures but not the same missing-export bug." + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different object types and code paths." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Broken auto_mappings CI vs noisy logging; unrelated." + "reason": "Dequantized model save failure and Qwen image infinite-loop behavior are unrelated." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Missing configuration_utils export vs network requests despite local_files_only; different code paths." + "reason": "Flash Attention support gating is different from GPT2 attention scaling being ignored in SDPA/FlashAttention backends." }, { - "left": "issue:45698", + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed-API warning and generic noisy logging are not the same underlying issue." + }, + { + "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Wrong custom module restored after save_pretrained vs a DeepSeek v4 tensor operation issue; unrelated." + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Qwen3-VL-Moe loading regression vs FP8 inference support request; one is a bug, the other is feature/support work." + "reason": "Model backend support for Flash Attention is unrelated to Python version compatibility." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "GenerationMixin cache/chunked_prefill issue vs mask generation partial-batch dropping; different features and failures." + "reason": "Attention backend scaling is unrelated to the single-label classification zero-loss bug." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "Different chat-template/request bugs with different triggers and stack paths; not one underlying defect." + "reason": "Whisper not running and MaskGenerationPipeline dropping partial-batch results are different pipeline failures." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed trainer optimizer-state corruption vs GPT2 attention scaling ignored under SDPA/FlashAttention; unrelated training vs attention behavior." + "reason": "FSDP2/PEFT optimizer-state corruption is a training/distributed bug, not an attention-backend scaling bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Qwen3VL MoE loading regression vs sorted-state_dict load error; similar theme of loading, but distinct bugs." + "reason": "GPT2 attention scaling and AttentionInterface.register behavior are different attention-related problems." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both are CLIP output regressions, but one loses attentions and the other hidden_states; different fields and code paths." + "reason": "API request rejection in chat completions is not the same as batched apply_chat_template crashing on tool-call messages." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention moe/fp8/Qwen, but one is FP8 save_pretrained and the other is from_pretrained failure under transformers>=5.4. Different stages and symptoms." + }, + { + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Wrong tokenizer decoder type vs FP8 inference failure on B200; unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:36683", - "right": "issue:43475", + "right": "issue:43582", "accept": false, - "reason": "Missing Gemma3Config vocab_size vs missing Sam3VisionEncoderOutput attribute; both attribute errors, but on different models and objects." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError do not share a root cause." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Gemma4 token embedding resize bug vs Gemma4 bidirectional-attention mask bug; same model family but different concrete behaviors." + "reason": "trainer.evaluate() failing after train is unrelated to being unable to import Trainer because of datasets." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Quantized model save failure vs Pipeline save_pretrained failure; both involve saving, but not the same object or bug." + "reason": "A bfloat16 compile warning is not the same as compiled flex_attention failing on torch>=2.9." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs Pipeline serialization failure; unrelated." + "reason": "Local path trailing-slash import warning and bf16 compile warning are unrelated." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Missing transformers.generation export vs missing huggingface_hub export; separate import-regression issues." + "reason": "Both are import errors, but for different missing symbols from different packages/modules." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs Gemma4 attention-mask bug; unrelated model configuration issues." + "reason": "Removed auto_mappings references breaking CI is not the same as a noisy logging message." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "base_model_prefix loading regression vs inability to save Pipeline objects; different APIs and failures." + "reason": "Importing a removed utility and local_files_only still making network requests are different bugs." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Nemotron FlashAttention support gap vs GLM-5 GenerationConfig validation error; unrelated." + "reason": "Wrong custom module loading after save_pretrained is unrelated to a dtype/transpose issue in deepseek-v4." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Load error with sorted state_dict vs Qwen3.5 save_pretrained regression; both checkpoint-related, but not the same bug." + "reason": "Missing CLIPOutput attentions and GPT2 attention scaling are separate attention regressions." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Gemma4 attention-mask construction vs LlamaConfig head_dim validation; different model families and problems." + "reason": "Both are Qwen/Moe-related, but one is a generic transformers 5.0 incompatibility and the other is fp8 inference support." }, { - "left": "issue:43502", + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP outputs, but one drops attentions and the other drops hidden_states; different regression targets." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request handling and apply_chat_template tool-call crashes are different code paths." + }, + { + "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Offline/local_files_only networking bug vs GLM-5 RoPE implementation discussion; unrelated." + "reason": "RoPE-layer implementation issues in different models are not the same bug, even if both mention RoPE." } ] }, @@ -15039,346 +15077,332 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:28282", - "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", "issue:41669", + "issue:42175", + "issue:42757", "issue:42890", + "issue:42994", + "issue:43010", "issue:43064", - "issue:43097", + "issue:43066", "issue:43299", "issue:43352", - "issue:43441", - "issue:43502", + "issue:43475", "issue:43525", - "issue:43575", + "issue:43611", "issue:43618", "issue:43867", - "issue:43881", - "issue:43906", + "issue:43901", + "issue:43931", + "issue:43937", "issue:43976", "issue:43992", - "issue:44062", - "issue:44112", - "issue:44117", + "issue:44075", + "issue:44077", "issue:44242", "issue:44246", "issue:44355", - "issue:44360", "issue:44380", "issue:44492", + "issue:44625", "issue:44655", "issue:44855", - "issue:44857", "issue:44938", - "issue:44964", - "issue:44977", + "issue:45071", "issue:45216", + "issue:45276", + "issue:45278", "issue:45310", - "issue:45357", "issue:45375", - "issue:45440", - "issue:45478", - "issue:45479", "issue:45561", - "issue:45600", + "issue:45584", + "issue:45593", "issue:45753", - "issue:46132", + "issue:46077", + "issue:46082", "issue:46202", - "issue:46285" + "issue:46209", + "issue:46365" ], "soft_pairs": [ + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:44077|issue:44380", + "issue:44625|issue:46077", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:45584|issue:46365", + "issue:42175|issue:46365", + "issue:43976|issue:44938", + "issue:43352|issue:45593", "issue:36683|issue:43525", "issue:43618|issue:45216", + "issue:44077|issue:46365", "issue:36683|issue:44242", - "issue:36683|issue:43881", - "issue:44380|issue:46132", - "issue:43906|issue:45753", - "issue:43299|issue:45753", - "issue:43352|issue:43976", + "issue:43352|issue:43931", + "issue:44075|issue:46365", + "issue:43064|issue:44492", "issue:43992|issue:45310", - "issue:43441|issue:44380", - "issue:43352|issue:45478", + "issue:43010|issue:45278", "issue:44355|issue:44855", "issue:43867|issue:46202", - "issue:44380|issue:45479", - "issue:43352|issue:44380", "issue:43867|issue:45375", - "issue:36683|issue:44117", - "issue:43618|issue:44380", "issue:41669|issue:44246", - "issue:43097|issue:43352", - "issue:42890|issue:45561", - "issue:43064|issue:44492", - "issue:43976|issue:44938", - "issue:43992|issue:45478", - "issue:43867|issue:45357", - "issue:36296|issue:43575", - "issue:43064|issue:44655", - "issue:28282|issue:33453", - "issue:43618|issue:46285", - "issue:44655|issue:44938", - "issue:43618|issue:44857", - "issue:43618|issue:44977", - "issue:44360|issue:45440", - "issue:43502|issue:44062", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600" + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:42890|issue:45561" ], - "prepared_review_unit_hash": "c40dd00de0b9e0ad8da316c5e0c06fed86e6e1f7968078b1967fb32e06b5a3b1", + "prepared_review_unit_hash": "24d468ada38a0c3cac8ee4f91d2802a0a9e08c8013b126390d1fdd70216955e4", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38453, - "estimated_input_tokens": 9614, - "estimated_eval_tokens": 19484 + "soft_pair_count": 35, + "serialized_chars": 37743, + "estimated_input_tokens": 9436, + "estimated_eval_tokens": 19128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated Transformers issues. There are a few loose thematic overlaps around model/config loading, attention backends, and CI/test infrastructure, but none of the soft pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.68, - "canonical_issue_reason": "issue:36683 is the best representative of the recurring config-attribute/model-loading regression theme (missing fields during load), even though it is not a duplicate of the other issues.", + "summary": "This cluster is a loose mix of Transformers regressions around imports, model/config loading, saving, and version compatibility. The titles do not indicate one shared concrete bug, so most soft edges should stay separate.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it describes a general post-upgrade import regression, which is the closest fit to the cluster\u2019s recurring import/load failure theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the clearest, most general issue among the set and best serves as a representative anchor for the loading/config-attribute failures.", + "best_issue_reason": "Issue 45278 is the best representative issue because it is the most general and triage-friendly summary of the cluster\u2019s dominant import-related complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Both are AttributeError-on-load reports, but they hit different config fields, different models, and likely different code paths." - }, - { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "CLIP attentions missing is unrelated to a Qwen3.5 save_pretrained checkpoint regression." + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." }, { "left": "issue:36683", - "right": "issue:44242", + "right": "issue:43475", "accept": false, - "reason": "One is a missing config attribute on Gemma3; the other is a MoE load-balancing loss bug. Different failures." + "reason": "Different missing-attribute bugs in different model/config classes." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "Both concern loading, but Gemma3 vocab_size and glm-4v-9b load failure are not the same bug." + "reason": "These are unrelated failures: tokenizer decoder typing vs FP8 inference on B200." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Attention scaling being ignored and AttentionInterface.register changing behavior are different attention-path issues." + "reason": "Both mention saving, but one is quantized model saving and the other is Pipeline save_pretrained; not the same bug." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "An isolated reproduction of an older issue is unrelated to a Qwen3_5 infinite-loop-on-image report." + "reason": "Same model family, but different features and symptoms: embedding resize vs attention mask construction." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen models, but one is a loading failure and the other is a generation loop on a specific image." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "FlashAttention support on NemotronH and a Python-version compatibility issue are unrelated." + "reason": "Both touch Qwen3_5/VL, but one is loading failure and the other is an infinite-loop generation bug." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading problems." + "reason": "Documentation mismatch is unrelated to Pipeline serialization." }, { - "left": "issue:43441", + "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Both involve attention backends, but the affected models and defects differ: FlashAttention support vs GPT2 attention scaling." + "reason": "Different subsystems and failure modes; no shared concrete code path." }, { - "left": "issue:43352", - "right": "issue:45478", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Nemotron FlashAttention support and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "Qwen3.5 label propagation is unrelated to Gemma4 attention masking." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Compiled-Python import errors and a Python 3.13 torch.jit parsing failure are different import-time issues." + "reason": "Both are import errors, but they refer to different missing symbols from different dependencies." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "A state_dict ordering load error is not the same as a Gemma pipeline roundtrip failure on the \u2581 character." + "reason": "Base_model_prefix loading regression is not the same as saving Pipeline objects." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss sequence-classification bug." + "reason": "Flash Attention support error and GenerationConfig validation are different bugs." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "These are both attention-related, but one is unsupported FlashAttention on a specific model and the other is ignored scaling in GPT2." + "reason": "Missing config field vs an unrelated post_init allowance issue." }, { "left": "issue:43867", - "right": "issue:45375", + "right": "issue:45216", "accept": false, - "reason": "Sorted state_dict loading and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are distinct regressions." + "reason": "Both are loading/saving regressions, but the affected models and failure mechanisms differ." }, { - "left": "issue:36683", - "right": "issue:44117", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Missing config vocab_size and TOKENIZER_MAPPING_NAMES returning None are different assumptions in different loading paths." + "reason": "Gemma4 attention mask behavior is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Both involve CLIP, but one is missing attentions assignment and the other is a structural inconsistency between CLIP text classes." + "reason": "Whisper generation failure and Trainer import failure are unrelated." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Import-time slowdown from removing import * is not the same as intermittent import slowdowns in general." + "reason": "Backend packaging choice vs Trainer import conflict are different issues." }, { - "left": "issue:43097", - "right": "issue:43352", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "A removed tie_embeddings_and_encoder_decoder flag is unrelated to FlashAttention support on NemotronH." + "reason": "Both concern Python-version compatibility, but they are different version breakages." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "These are separate CI/test infra failures with different root causes: missing set_seed versus xdist file-race." + "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "A trainer/FSDP2/PEFT optimizer-state bug is unrelated to a cache-strategy typo." + "reason": "Different model configs missing different attributes." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Both are version-compatibility problems, but they affect different Python versions and have no evidence of the same root cause." + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint saving." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Different Qwen/UMT5 loading failures with different missing fields and symptoms." + "reason": "No concrete overlap beyond both being library regressions." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "A load failure from sorted state_dict is not the same as a save_pretrained visual-key regression." + "reason": "Missing config attribute vs MoE load-balancing loss logic are different bugs." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43352", + "right": "issue:43931", "accept": false, - "reason": "Tensor-parallel training instability and tensor-parallel OOM during model load are not the same bug." + "reason": "Flash Attention support is unrelated to Qwen3-VL weight-shape loading errors." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Trainer optimizer-state corruption and inability to save Pipeline objects are unrelated." + "reason": "SGD optimizer arguments and Trainer import failure do not share a code path." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "PyTorch missing for AutoModel import and tokenizer-loading regression are different issues." + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "This pair repeats a CLIP-theme but the bugs are distinct: attentions assignment vs class structure inconsistency." + "reason": "Both are Qwen3.5 loading issues, but one is a missing weight in UMT5Encoder and the other is a MoE from_pretrained error." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Pipeline save_pretrained failure is unrelated to Python 3.14 import/load failure." + "reason": "Cache update semantics are unrelated to import errors after upgrading Transformers." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "CLIP attentions missing and LwDetrImageLoss AMP/CUDA crash are unrelated." + "reason": "Compiled-file import errors and a torch.jit parsing IndentationError are different failure modes." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 flash-attention generation problems." + "reason": "Load-model error on sorted state_dict and Gemma pipeline roundtrip failure are unrelated." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "Different model families and different missing/shape issues." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "local_files_only being ignored and AddedToken keyword duplication are different tokenizer/download bugs." + "reason": "Import-time slowdown is broad, but one issue is a specific import-star cleanup and the other is a generic timing complaint; not enough to treat as the same bug." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "A CI set_seed/test-flake issue is unrelated to Phi-4 multimodal loading failure." + "reason": "Both are Python compatibility problems, but they are not the same concrete regression." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "These are different CI failures; they share wording about stale device overrides but not the same model/test or root cause." + "reason": "A missing config attribute is unrelated to FSDP2/PEFT optimizer-state corruption." }, { "left": "issue:42890", - "right": "issue:45600", + "right": "issue:45561", "accept": false, - "reason": "A test flake in SamHQ and a broken auto_mappings reference to removed configs are unrelated CI issues." + "reason": "Test seeding flakiness and xdist file-race issues are different test infra bugs." } ] }, @@ -15400,354 +15424,325 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ + "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:38617", - "issue:41628", "issue:42548", - "issue:42757", "issue:42831", + "issue:42890", "issue:43010", + "issue:43065", + "issue:43232", "issue:43299", "issue:43502", - "issue:43526", + "issue:43575", "issue:43576", + "issue:43618", "issue:43723", - "issue:43824", - "issue:43827", + "issue:43867", "issue:43874", - "issue:43901", "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", "issue:44222", - "issue:44230", - "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44368", "issue:44387", + "issue:44485", "issue:44556", - "issue:44623", - "issue:44655", + "issue:44625", "issue:44749", - "issue:44908", - "issue:44938", + "issue:44857", "issue:44961", + "issue:44964", "issue:45071", "issue:45125", - "issue:45230", - "issue:45278", + "issue:45357", "issue:45375", - "issue:45468", + "issue:45440", "issue:45478", - "issue:45656", + "issue:45600", "issue:45850", "issue:46132", - "issue:46209" + "issue:46285", + "issue:46365" ], "soft_pairs": [ + "issue:43010|issue:45850", + "issue:44625|issue:46365", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "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", "issue:43576|issue:46132", + "issue:43502|issue:44485", "issue:42548|issue:44351", - "issue:44355|issue:44749", "issue:45125|issue:45478", - "issue:44387|issue:44556", + "issue:44355|issue:44749", "issue:30333|issue:33453", "issue:45125|issue:45375", - "issue:43010|issue:45278", + "issue:43010|issue:43232", "issue:30990|issue:31795", - "issue:43723|issue:44556", "issue:43502|issue:44222", - "issue:43010|issue:45850", - "issue:43010|issue:44368", + "issue:43299|issue:44556", "issue:42831|issue:43874", "issue:43502|issue:44961", "issue:30333|issue:36296", - "issue:44355|issue:45071", - "issue:43827|issue:44961", - "issue:44355|issue:44655", - "issue:44315|issue:44360", - "issue:33453|issue:34689", - "issue:43299|issue:44556", - "issue:33453|issue:36296", - "issue:42757|issue:43576", - "issue:43576|issue:45071", - "issue:43010|issue:45656", - "issue:43576|issue:43824", - "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:44222|issue:44230", - "issue:43010|issue:43976", - "issue:43576|issue:44938", - "issue:44908|issue:44961", - "issue:44315|issue:46209", - "issue:41628|issue:42548", - "issue:36296|issue:43901", - "issue:36296|issue:43526", - "issue:44623|issue:45230" + "issue:44355|issue:45071" ], - "prepared_review_unit_hash": "0c9c9b6c2acbc6057a6a16fbd41ef70ca26e966a3bc55f6bae069f8a5a92413d", + "prepared_review_unit_hash": "3050c0501791716ea02beb122512e4aff5ade4e3bbcc00ede74587f590e450ce", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38783, - "estimated_input_tokens": 9696, - "estimated_eval_tokens": 19648 + "soft_pair_count": 34, + "serialized_chars": 37371, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and compatibility breakages (imports, model loading, save/load behavior, performance, and docs). No soft pair is clearly the same underlying bug/change under strict triage.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45278 is the broadest representative report of the cluster: multiple import errors after upgrading from 4.57.0 to 5.5.0, which matches the general v5 breakage theme better than the narrower single-symbol reports.", + "summary": "The cluster is highly heterogeneous: most items are unrelated model-specific regressions, import errors, docs issues, and CI/test problems. No soft edge looks like the same underlying bug/change, so I would not merge any of the candidate pairs.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella regression complaint in the set, but the cluster is too diverse for any single issue to be a strong canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best captures the cluster\u2019s main user-facing pattern of v5 compatibility regressions; the other issues are mostly specific manifestations or unrelated subsystems.", + "best_issue_reason": "45850 is the closest thing to a cluster-wide summary because it is generic enough to encompass many v5 breakage reports, though it is still too vague to be an ideal canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Both mention MoE/FP8/tensor-parallel areas, but one is about saving pretrained weights and the other about missing tensor-parallel plan during loading; not the same bug." + "reason": "Different bugs: cache/update no_grad behavior vs a vague meta-report about many models breaking." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Unrelated subsystems: CLI environment command vs attention registration behavior." + "reason": "Different failures: missing num_labels propagation vs Trainer import conflict with datasets." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different fixes; too broad to treat as the same bug." + "reason": "Both are loading-related, but they affect different model families and different failure modes." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Compiled-Python-file errors and a data-filtering slowdown are unrelated." + "reason": "Different model/config bugs: missing embed_tokens weight vs a generic Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Same model family, but one is a tensor-parallelism plan issue and the other is a generic from_pretrained load failure; not enough evidence of one concrete bug." + "reason": "Unrelated issues: no_grad decoration for cache update vs Python-version compatibility breakage." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Int4 memory/OOM regression and checkpoint reload failure are different failure modes." + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific OOM on a model load." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "Different code paths: CLIPOutput attentions regression vs patchtsmixer post_init validation." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Different Qwen3.5 MoE issues: missing tensor-parallel plan vs missing config field silently dropped." + "reason": "ImportError for AutoModel/PyTorch availability is unrelated to tokenizer loading regression." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Cache no_grad decoration and mass import errors are unrelated." + "reason": "Both are CLIP-related, but one is about output attentions and the other about model structure consistency." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Stuck loading vs documentation confusion are not the same underlying issue." + "reason": "Different models and symptoms: CLIP attentions regression vs LwDetrImageLoss AMP crash." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer-loading regression and checkpoint reload failure may both be load-related, but they are not the same concrete bug." + "reason": "Unrelated: DSA indexer implementation discussion vs DeepseekV3MoE implementation divergence." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44062", "accept": false, - "reason": "Local-files-only API leakage is unrelated to FP8 MoE save_pretrained behavior." + "reason": "Different bugs: local_files_only still making requests vs AddedToken keyword collision." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "A cache update decorator bug is not the same as a broad complaint about many models breaking." + "reason": "Test flakiness due to missing set_seed is unrelated to Phi-4 multimodal loading failure." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "No-grad cache updates and a tie_word_embeddings warning are unrelated." + "reason": "Different issues: nondeterministic tests vs stale GraniteSpeech device override CI failure." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "FP8 accuracy issues and a missing image-patch method causing an AttributeError are different problems." + "reason": "SamHQ test seeding problem is not the same as auto_mappings referencing removed configs." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Local-files-only network leakage and an unrelated placeholder issue are not duplicates." + "reason": "Tokenizer loading in v5 is not the same as checkpoint reload compatibility after upgrading versions." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training bugs are different code paths." + "reason": "Different regressions: int4 memory growth/OOM vs inability to reload older checkpoints." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Different MoE issues: FP8 save_pretrained behavior vs missing tensor-parallel plan." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Docs referencing removed pipeline APIs and an unrelated placeholder issue do not match." + "reason": "Different components: cache/layer update decoration vs Sam3PixelDecoder dummy Conv2d." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Compiled Python file errors and pipeline save_pretrained problems are distinct." + "reason": "Different APIs: broken env CLI command vs AttentionInterface.register behavior change." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU discussion." + "reason": "Different bugs: offline file loading ignores local_files_only vs GLM-5 RoPE implementation discussion." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Both are loading regressions, but for different models and likely different breakpoints." + "reason": "Both are import errors, but they concern different symbols and likely different root causes." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Qwen3VL MoE model-loading breakage and checkpoint reload incompatibility are not clearly the same bug." + "reason": "Both are Qwen3.5 MoE-related, but one is specifically missing _tp_plan and the other is a broader from_pretrained failure." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Completely different problems: running compiled Python files vs slower filtering after upgrade." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Hugging Face Hub import error and transformers env CLI breakage are different issues." + "reason": "MLflow tracking on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "CLI command breakage and config type-checking regressions are unrelated." + "reason": "Different Qwen3.5 fields and failure modes: tensor-parallel plan vs missing visual config field." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Environment command failure and Qwen2.5-VL import error are different code paths." + "reason": "Both involve generation internals, but the cache-update no_grad request is not the same as sync_gpus model-kwargs handling." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Documentation confusion and import failure are not the same bug." + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion about forward arguments." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Placeholder issue and Gemma4 audio positional encoding bug are unrelated." + "reason": "Different bugs: offline request leakage vs FP8 MoE save_pretrained." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "FP8 MoE save_pretrained and FP8 inference support are adjacent topics but not the same concrete issue." + "reason": "Both are v5 loading regressions, but one is Qwen3VL MoE-specific and the other is a general old-checkpoint reload issue." }, { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache no_grad behavior and Python version compatibility are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "CLI env command failure and Python 3.14 loading failure are different problems." + "reason": "Different subsystems: FineGrainedFP8 accuracy vs multimodal image patch counting AttributeError." }, { - "left": "issue:44908", + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and placeholder issue are unrelated." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger Kernel model_init behavior and FP8 inference failure on B200 are different bugs." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Both are import errors, but for different APIs/symbols; not enough to merge as one bug." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs behavior mismatch are unrelated." + "reason": "No relation between offline-download behavior and the unrelated racoon issue." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Training parallelism bug and BeitImageProcessorFast reduce_labels bug are different code paths." + "reason": "MLflow reporting on failed jobs is unrelated to tensor parallel training bugs." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Missing processor save_pretrained files and an unspecified bug report are not the same issue." + "reason": "Different concerns: compiled Python file errors vs PretrainedConfig type-checking breakage." } ] }, @@ -15769,360 +15764,332 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ "issue:31795", "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", "issue:41669", "issue:42371", - "issue:42890", - "issue:43352", - "issue:43408", + "issue:42548", + "issue:42757", "issue:43525", + "issue:43526", "issue:43572", "issue:43576", "issue:43673", + "issue:43824", "issue:43827", - "issue:43874", - "issue:43976", + "issue:43901", "issue:44038", - "issue:44077", + "issue:44222", "issue:44230", - "issue:44246", "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", - "issue:44351", - "issue:44373", + "issue:44355", + "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", - "issue:44704", - "issue:44829", - "issue:44861", + "issue:44623", + "issue:44655", "issue:44908", + "issue:44938", "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", - "issue:45278", - "issue:45341", "issue:45362", - "issue:45478", + "issue:45468", "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46143", "issue:46144", - "issue:46218" + "issue:46209" ], "soft_pairs": [ + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:33453|issue:36296", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:44485|issue:44961", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44273|issue:45003", "issue:44230|issue:46095", "issue:44393|issue:45071", - "issue:44373|issue:44961", "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:43572|issue:45850", - "issue:45362|issue:45850", - "issue:41669|issue:46218", - "issue:42890|issue:44908", - "issue:44246|issue:44273", - "issue:43408|issue:44315", - "issue:44704|issue:44908", - "issue:43352|issue:44393", - "issue:44297|issue:45230", - "issue:44295|issue:45230", - "issue:43976|issue:44393", - "issue:43576|issue:44908", - "issue:44908|issue:45071", - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:45278|issue:45850", - "issue:43673|issue:44492", - "issue:46143|issue:46144", - "issue:43874|issue:45850", - "issue:44393|issue:45478", - "issue:44077|issue:44861", - "issue:43976|issue:46218", - "issue:43827|issue:44908", - "issue:31795|issue:33453", - "issue:41669|issue:44492", - "issue:44315|issue:44829", - "issue:43576|issue:44273", + "issue:44492|issue:45850", "issue:42371|issue:44492" ], - "prepared_review_unit_hash": "71c94ed91ce380917163079dcc8c0139cbeae4b3b4f4a1c72288725b6653455f", + "prepared_review_unit_hash": "19d89fdff2d4900c4353c58d5e8c63aef51222951886363dbf0cfd92b7b9e2e8", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38792, - "estimated_input_tokens": 9698, - "estimated_eval_tokens": 19652 + "soft_pair_count": 35, + "serialized_chars": 37308, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated model-specific regressions, import/lazy-loading issues, and a few docs/config bugs. There is no strong single duplicate cluster; at best, a broad v5-regression umbrella issue stands out.", - "confidence": 0.47, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in this set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the closest thing to a cluster anchor, though it is still very vague.", + "summary": "The set is highly heterogeneous: most pairs are only loosely related by broad themes like v5 regressions, model loading, or import failures, but not the same underlying bug. I rejected all soft-edge duplicate candidates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43576 is the broadest, highest-signal regression in the list and the closest thing to an umbrella issue, but it still does not truly subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most general and representative issue among the listed reports, but it is not a precise duplicate target.", + "best_issue_reason": "issue:43576 is the strongest representative of the cluster\u2019s recurring v5-breakage theme, though the overall set is too diverse for a real duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "One is lazy loading/import behavior; the other is a TensorFlow/tensorboard backend error. Different bugs." + "reason": "Docs mentioning pipeline() after v5 removals are unrelated to the unrelated 'racoon' issue." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Both mention Qwen3, but one is a general bug report and the other is a missing tensor-parallel plan. Not the same concrete issue." + "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different failure modes." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Lazy loading/import slowness is unrelated to unsafe sys.modules access." + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion." + "reason": "Both are loading regressions, but they affect different models and likely different code paths." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "A Qwen3-VL bbox output bug is unrelated to PretrainedConfig type checking." + "reason": "Tokenizer loading regression and tensor-parallel training bug are not the same bug." }, { - "left": "issue:44373", - "right": "issue:44961", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Wrong docstring for position_ids is unrelated to a nonspecific 'racoon' report." + "reason": "An import from huggingface_hub failing is unrelated to the transformers env command issue." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Both are Qwen3-family vision issues, but they describe different failures and likely different code paths." + "reason": "Both are v5 breakages, but one is a CLI/env command failure and the other is a PretrainedConfig typing regression." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage is not the same bug as checkpoint reload compatibility." + "reason": "CLI/env breakage and Qwen2.5-VL import failure are different code paths." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Missing pad_token_id in one config is a specific model config bug, not the broad v5 breakage umbrella." + "reason": "Documentation confusion in model.forward is unrelated to an import error for layer_type_validation." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Import-star/lazy-loading performance concerns are different from GenerationMixin cache missing in chunked prefill." + "reason": "No meaningful overlap between a placeholder issue title and Gemma-4 audio positional encoding." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both concern v5 migration, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility." + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same bug." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the broad 'many models break' report." + "reason": "A broken env command and Python 3.14 loading failure are separate version issues." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Qwen3.5 chat crash is a model-specific failure, not the same as the generic v5 breakage complaint." + "reason": "Scheduler kwarg handling and an unrelated issue title are not duplicates." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Import performance from removing import * is unrelated to a missing Qwen3_5ForCausalLM import." + "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention-interface usage; related area, not the same bug." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + "reason": "GLM-5 RoPE implementation and an unrelated issue title have no shared underlying defect." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Both touch import/lazy-loading, but one is intermittent import slowness and the other is lazy-loading not working properly; not clearly the same bug." + "reason": "AutoImageProcessor and PreTrainedModel import failures are different symbols and likely different packaging issues." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Sam3 tracker config mismatch and Liger Kernel/model_init behavior are unrelated." + "reason": "Model_init/Liger Kernel behavior is unrelated to FP8 inference on B200." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "AutoProcessor cached_file kwargs passing is unrelated to scheduler keyword handling." + "reason": "Tensor-parallel training and pipeline docs mentioning return_all_scores are unrelated." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Flash Attention 2 support error for NemotronH is unrelated to Qwen3-VL bbox output issues." + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are different components." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is too specific to match a generic bug report." + "reason": "Missing GenerationMixin cache in chunked_prefill is not a typo in cache strategy docs/code." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "position_ids buffer access error is too specific to match a generic bug report." + "reason": "A specific Qwen3.5 crash and a broad 'too many models break' complaint are not one concrete bug." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Python version compatibility breakage is unrelated to a Qwen3-VL hallucination/error report." + "reason": "Missing files on processor.save_pretrained is unrelated to a vague bug report." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Broken env command and inverse_sqrt scheduler kwargs are different subsystems and different failures." + "reason": "Lazy loading problems and undefined tf backend errors are different subsystems." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + "reason": "A broad Qwen3-VL-Moe bug and a missing _tp_plan tensor-parallel issue are not the same fix." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Import-star/lazy-loading performance is not the same as HybridCache failing to import." + "reason": "Lazy loading and unsafe sys.modules access are unrelated implementation bugs." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Import performance issue is unrelated to a testing_utils bug." + "reason": "FP8 inference support for Qwen3.5 MoE is unrelated to a weight-conversion-script question." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Both are broad v5 complaints, but one is about import errors after upgrade and the other is a generic 'too many models break' report; not the same concrete bug." + "reason": "Qwen3-VL bbox output errors and a PretrainedConfig typing regression are different problems." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Chunked prefill cache behavior is unrelated to a typo in cache strategy text." + "reason": "Bounding-box hallucination/error and an infinite-loop-on-image bug in Qwen3_5 are not the same failure." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Missing kwargs passthrough and attention-interface usage are related to RoFormer, but they are different implementation defects." + "reason": "Both are v5 incompatibility reports, but one is a CLI/env command and the other is checkpoint reload compatibility." }, { - "left": "issue:43874", + "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing image patch count on GLM46V is a specific multimodal processor bug, not the broad v5 regression umbrella." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen3-family failures: one is bbox output behavior, the other is a from_pretrained error." + "reason": "A missing pad_token_id on Llama4Config is not the same as broad v5 model breakage." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Optional post_init validation and tied-weight-key handling are unrelated." + "reason": "Import-star performance bloat and missing cache in chunked_prefill are unrelated." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Python version support and missing Qwen3_5ForCausalLM import are unrelated." + "reason": "Checkpoint reload incompatibility and remote-code/meta-init incompatibility are different loading paths and causes." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs behavior." + "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as broad v5 breakage." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Doc confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." + "reason": "A typo in cache strategies does not match a broad compatibility complaint." }, { - "left": "issue:41669", + "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "Import-star performance and cache-strategy typo are unrelated." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 training degeneration." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken env command and lazy loading not working are both import-related but not the same code-path problem." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 behavior API guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API settings and cache-strategy typos are unrelated." } ] }, @@ -16144,64 +16111,86 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", + "cluster_id": "cluster-10000-444", "nodes": [ - "issue:30333", "issue:31515", "issue:31795", "issue:33453", "issue:34689", - "issue:36296", - "issue:38617", "issue:41669", "issue:42371", - "issue:42913", - "issue:42936", - "issue:43066", + "issue:42890", "issue:43298", "issue:43352", + "issue:43408", "issue:43502", "issue:43519", - "issue:43525", - "issue:43572", "issue:43576", "issue:43606", - "issue:43668", "issue:43704", - "issue:43717", "issue:43827", - "issue:44031", - "issue:44230", - "issue:44261", + "issue:43976", + "issue:44077", + "issue:44246", "issue:44263", "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", "issue:44351", "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44623", "issue:44655", + "issue:44704", + "issue:44829", "issue:44861", "issue:44908", - "issue:44998", + "issue:45071", "issue:45230", - "issue:45290", + "issue:45278", "issue:45310", + "issue:45341", "issue:45468", + "issue:45478", "issue:45850", "issue:46018", "issue:46095", - "issue:46144", "issue:46172", - "issue:46218" + "issue:46218", + "issue:46328" ], "soft_pairs": [ + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:43976|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", "issue:44655|issue:44861", "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", "issue:43576|issue:46218", - "issue:43827|issue:44492", "issue:46018|issue:46172", "issue:43519|issue:44485", "issue:43519|issue:44908", @@ -16217,434 +16206,606 @@ "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:43606|issue:45468", - "issue:44263|issue:45468", - "issue:44261|issue:45468", - "issue:44351|issue:46218", - "issue:43352|issue:46218", - "issue:42913|issue:43066", - "issue:44908|issue:44998", - "issue:44861|issue:45290", - "issue:43525|issue:44861", - "issue:43704|issue:44998", - "issue:43572|issue:44861", - "issue:41669|issue:44998", - "issue:43066|issue:44998", - "issue:31515|issue:38617", - "issue:44230|issue:44623", - "issue:44998|issue:46218", - "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:44263|issue:45468" ], - "prepared_review_unit_hash": "7d8add12fef4634652f608ca4044d304947782314038431e6b04bdc1384b4ff5", + "prepared_review_unit_hash": "910c757fb6585b5eb163d429ecdd7b3caeb13a188924a4ced157fe95e28d4c79", "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 44, - "serialized_chars": 39956, - "estimated_input_tokens": 9989, - "estimated_eval_tokens": 20234 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly false-positive similarity: the issues span unrelated loading, tokenizer, model-architecture, scheduler, docs, and CI problems. No soft edge looks like the same underlying bug or change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43502 is the most concrete, self-contained regression in the set: it clearly describes a single bug (`local_files_only=True` still triggering network access) with a straightforward code-path to fix.", + "summary": "This cluster is mostly heterogeneous: loading/import/save-path regressions, model-specific bugs, and a few docs/test issues. Only one clear duplicate pair stands out: the repeated Qwen3.5 MoE from_pretrained error report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the cleaner canonical report: it is specific, concrete, and the later issue:45478 repeats the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the strongest standalone issue to represent this cluster because it is specific, reproducible, and actionable, unlike the broader or more ambiguous reports.", + "best_issue_reason": "issue:45310 is the best representative issue because it describes a concrete, reproducible model-loading regression and directly subsumes its duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad complaints about breakage, but they do not describe the same concrete failure or code path." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "One is about import * slowing imports; the other is a specific missing Qwen3_5 module import error. Related area, different bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to the inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading, but one is intermittent import slowness and the other is lazy loading behavior; not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type mismatch warning and Liger Kernel application in model_init are different code paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are unrelated APIs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error and Qwen3-VL bounding-box hallucination are distinct model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Registering position_ids as a buffer causing errors is unrelated to the generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output quality are different failures." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command and scheduler kwargs are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs propagation and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * performance/import explosion is not the same as HybridCache import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup causing import slowdown is unrelated to a bug in testing_utils.py." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support and a broad 'breaks too many models' complaint are not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding box output problems are unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init on patchtsmixer and tied-weight-key attribute handling are different issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation referencing pipeline() is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for model.forward differs from tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5 module import are different failures." + }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both are save/load-related, but one is about saving pipeline objects and the other is a tied-weights helper crash; different bugs and fixes." + "reason": "Pipeline save_pretrained support and tied-weight-key attribute handling are not the same issue." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different model components and failures: DSA indexer ReLU behavior vs Gemma4 audio positional encoding." + "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug placeholder does not match the specific Qwen3.5 MoE `from_pretrained` regression." + "reason": "A generic bug report does not identify the same concrete Qwen3.5 MoE loading regression." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are different code paths." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken `transformers env` CLI vs module import failure for Qwen3_5; unrelated problems." - }, - { - "left": "issue:43827", - "right": "issue:44492", - "accept": false, - "reason": "Docs still mentioning `pipeline()` and a typo in cache strategies are different issue types and code paths." + "reason": "Broken env command and module import failure are distinct." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek-V4, but one is about shared expert gating and the other about a tensor transpose/conversion bug." + "reason": "DeepSeek-V4 gating logic and comb.to(...).transpose(...) behavior are different model bugs." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are unrelated model-specific math bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp math in a processor vs scheduler keyword handling are unrelated." + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and a VRAM leak in Qwen3ForCausalLM are not the same bug." + "reason": "Import * performance and VRAM leakage in Qwen3ForCausalLM are different problems." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about parameters vs a tokenizer/model loading regression." + "reason": "Docs confusion about forward args and Llama 3.2 model loading regression are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and confusing forward docs are different issues." + "reason": "Slow from_pretrained checkpoint loading and forward docs confusion are different kinds of issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are unrelated model internals." }, { - "left": "issue:44485", + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a weight-conversion-script question are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad model breakage complaint and missing Qwen3_5 import failure are not the same underlying issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still making API requests and Qwen3VL timestamp math are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leakage in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math in Qwen3VL and VRAM leak in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding 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": 18, + "review_unit_index": 52, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44351", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "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:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "2d0479c5f085cedff9730d39ed10ee90c03d20252b9dfe56aedf0000fbd31957", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 31, + "serialized_chars": 28742, + "estimated_input_tokens": 7186, + "estimated_eval_tokens": 14628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers bugs and regressions. There is no strong duplicate core; the closest thing to an umbrella report is the broad v5 regression issue.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the most umbrella-like report: it claims Transformers 5.0 breaks many models, which matches the broad regression theme seen in several nearby issues better than the model-specific or API-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative for this cluster because it is broad enough to summarize the general v5 breakage theme, while the other issues are narrower and not true duplicates of one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different architectures and code paths: GLM-5 RoPE vs Gemma4 audio positional encoding." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "A VRAM leak and a RoPE implementation issue are unrelated." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are not the same underlying problem." + "reason": "Both mention norm/precision-related bugs, but they concern different models and different failure modes (MLA q_a_layernorm vs Gemma4AudioRelPositionalEncoding). Not the same underlying bug." }, { - "left": "issue:45850", + "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "A broad complaint about v5 breaking many models is not the same as a specific import failure for Qwen3_5." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Ignoring `local_files_only` and a timestamp calculation bug are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 settings guidance vs a multi-thread VRAM leak are different issues." + "reason": "Both are import/module-loading failures around Qwen-related APIs, but they refer to different symbols and likely different missing exports/import paths. Too weak to merge as duplicates." }, { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Processor timestamp logic and missing files from `save_pretrained` do not describe the same bug." - }, - { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:43352", + "right": "issue:46218", "accept": false, - "reason": "Timestamp computation and VRAM leakage are unrelated." + "reason": "One is Flash Attention 2 support for NemotronHForCausalLM; the other is an import failure for Qwen3_5ForCausalLM. Different models and different bugs." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "CPU offload device mismatch and Gemma4 audio positional encoding are different failures." + "reason": "Both involve tokenizer behavior in v5, but one is a broad behavior difference from v4 to v5 and the other is a specific decoder-type mismatch. Related area, not the same concrete bug." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:44908", + "right": "issue:44998", "accept": false, - "reason": "A `torch.split` return-value issue in GLM-MoE is unrelated to Gemma4 audio encoding." + "reason": "inverse_sqrt scheduler kwargs being ignored is unrelated to the unrelated \"Unemployment\" issue." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different model bug." + "reason": "A cache-strategy typo and an unrelated placeholder/spam issue are not duplicates." }, { - "left": "issue:44351", - "right": "issue:46218", + "left": "issue:43618", + "right": "issue:44998", "accept": false, - "reason": "Both are import errors, but for different symbols and modules." + "reason": "CLIPOutput attentions assignment regression is unrelated to the unrelated placeholder/spam issue." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:44998", + "right": "issue:45850", "accept": false, - "reason": "FlashAttention support for NemotronH and Qwen3_5 import failure are unrelated." + "reason": "One is a nonsensical placeholder issue; the other is a broad version-regression complaint. Not the same underlying bug." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "Both involve tokenizer v5 behavior, but one is a broad version-difference report and the other is a specific decoder-type bug." + "reason": "AttributeError in tied-weight key handling is unrelated to chat template crashes with tool-call assistant messages." }, { - "left": "issue:44908", + "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs and an off-topic placeholder issue are unrelated." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Tied-weights key handling and chat template crashes with tool calls are different code paths." + "reason": "Checkpoint reload failure after upgrading to v5.x is unrelated to the placeholder/spam issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing `pad_token_id` in config and tied-weights key crashes are unrelated." + "reason": "Missing pad_token_id in Llama4Config and _get_tied_weight_keys AttributeError are different config/model bugs." }, { - "left": "issue:43704", - "right": "issue:44998", - "accept": false, - "reason": "A VRAM leak and a placeholder issue have nothing in common." - }, - { - "left": "issue:43066", - "right": "issue:44998", + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "Tokenizer decoder type bug vs off-topic placeholder issue." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key list handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different problems." + "reason": "Slow checkpoint loading from_pretrained and an ImportError for layer_type_validation are unrelated failures." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing files in `processor.save_pretrained` are unrelated." - }, - { - "left": "issue:44998", - "right": "issue:46218", - "accept": false, - "reason": "Off-topic placeholder vs specific Qwen3_5 import error." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing files from processor.save_pretrained are different features/issues." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow status reporting after failed training and checkpoint loading slowness are unrelated." + "reason": "MLflow reporting on training-job failure is unrelated to slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load performance and tensor-parallel training bugs are not the same issue." + "reason": "Checkpoint loading performance and tensor-parallel training bug are different code paths." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and a Qwen3.5 MoE `from_pretrained` error are different fixes." + "reason": "Both involve Qwen3.5 MoE/Qwen3-VL, but one is FP8 inference support and the other is a from_pretrained error. Not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness and tokenizer loading regression are different bugs." + "reason": "Slow checkpoint loading and tokenizer loading regression are different subsystems and symptoms." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 inference support are separate feature requests/problems." + "reason": "Continuous batching support for audio models is unrelated to FP8 Qwen model support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights handling and RoFormer attention interface are unrelated." + "reason": "init_weights behavior in Mamba/Mamba-2 is unrelated to RoFormer not using the attention interface." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are different model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint in a config and tokenizer regex warnings 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": 18, - "review_unit_index": 52, - "review_unit_count": 52, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-443", - "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43813", - "issue:44031", - "issue:46144" - ], - "soft_pairs": [ - "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": "95fcb8df904bab3a102696e6c75df8a576acdfcc2321a306e518dd3c93c8fd48", - "component_budget": { - "node_count": 443, - "item_count": 443, - "soft_pair_count": 1630, - "serialized_chars": 845143, - "estimated_input_tokens": 211286, - "estimated_eval_tokens": 422828 - }, - "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 6642, - "estimated_input_tokens": 1661, - "estimated_eval_tokens": 3578 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These issues are not duplicates. They span unrelated areas (model normalization, Mask2Former loss handling, config typing, tokenizer warnings, a typo, and RoFormer attention wiring) with no shared code path or explicit linkage.", - "confidence": 0.96, - "canonical_issue_reason": "If a single representative is needed, issue 43240 is the best fit because it describes a concrete runtime bug with broader applicability and the most discussion/references, but it is not a duplicate of the others.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the strongest cluster representative: it is a direct functional bug, broadly phrased, and has more inbound references/discussion than the others.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "ModernBERT norm_eps type hint and tokenizer regex warning are unrelated." + }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different bugs: Mask2Former ignore_value handling vs. kwargs not forwarded to a loss function. No shared code path or concrete duplicate evidence." + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being passed to a loss function." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation and RoFormer attention interface wiring are unrelated subsystems and failure modes." + "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Model loss parameter usage and tokenizer regex warnings are unrelated; only a superficial \u201cincorrect behavior\u201d similarity." + "reason": "Mask2Former ignore_value and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value bug and RoFormer attention implementation problem affect different models and code paths." + "reason": "Mask2Former ignore_value and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A loss-parameter bug and a typo in a quantization attribute are clearly different kinds of issues." + "reason": "Mask2Former ignore_value handling and a quantization typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "One is about forwarding kwargs to a loss function; the other is an incorrect type hint on a config field. Not the same bug." + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Config type-hint correction and an attribute-name typo are distinct, with no evidence they target the same change." + "reason": "ModernBERT type-hint issue and quantization typo are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization-related settings, but one questions a model layer choice (RMS norm) while the other is a config annotation issue." + "reason": "Llama4TextL2Norm RMS-norm question and ModernBERT norm_eps typing are different model/config questions." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERTConfig norm_eps typing are unrelated and would not merge into one fix." + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." } ] }, @@ -16677,12 +16838,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "fd6d9f0a6481ae2be27ffcf89af49e6e5b36820ac694135e43f3c639244274bd", + "prepared_review_unit_hash": "f0cd17066bfbef0b3496565e030e5bafa47e96a312057e497bd52d7fc59bc6cd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -16690,7 +16851,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -16699,30 +16860,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like training functionality, and Wav2Vec2 word time offsets. I do not see a duplicate cluster here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These three issues are not duplicates: they cover unrelated requests about token truncation, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. The cluster looks like a loose semantic grouping rather than the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and well-scoped request in the set, but it does not match the other two issues on subject matter.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 10519 is the best representative only in the sense that it is the clearest standalone request; the cluster is otherwise heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different problem domains: truncation strategy for tokenizer inputs vs. extracting start/end timestamps from Wav2Vec2 outputs." + "reason": "Truncation-direction options for tokenization are unrelated to Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One is about text truncation options; the other asks for scheduler behavior similar to ReduceLROnPlateau. No shared underlying bug/change." + "reason": "A truncation feature request is unrelated to ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Training scheduler feature request vs. speech model alignment/time-offset extraction. Broad library area overlap only, not the same concrete issue." + "reason": "Scheduler behavior and Wav2Vec2 time-offset extraction concern different code paths and problems." } ] }, @@ -16754,12 +16915,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "6e165b957aec4a3af5ebc315d402db66ea177be954915e82f565c5e08bc8d607", + "prepared_review_unit_hash": "8b31d16f87e330ed31b0dc0cf246877fc443d1a8bd0f035549f0eb10635bdfae", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16767,7 +16928,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16776,24 +16937,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like true duplicates. #13244 is about tokenizer behavior, while #15980 and #16618 are both model-loading related but point to different failure modes and likely different fixes.", - "confidence": 0.86, - "canonical_issue_reason": "#16618 is the broadest and most central model-loading report in this set, so it is the best anchor if one issue must represent the cluster.", + "summary": "The cluster does not look like a single duplicate set: one issue is about Tapas tokenization, while the other two are about model loading/download failures. The two model-loading issues are thematically similar but still appear to describe different concrete failures, so I would not merge them as duplicates.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 16618 is the best single representative of the cluster because it is the most general model-loading failure and is the closest match to the other model-related report, but the cluster as a whole is still mixed.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 has the highest discussion activity and the most general title, so it is the strongest representative issue among the three.", + "best_issue_reason": "16618 is the strongest standalone issue in the group: it describes a concrete user-facing model load failure and is the only one that plausibly anchors the model-loading subset of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenizer mismatch vs model loading failure are different code paths and different user-facing bugs." + "reason": "Tapas tokenization is a different subsystem and failure mode from loading bert-base-uncased; they do not look like the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention loading/downloading models, but #15980 is specifically about an unauthenticated private-model download error message, while #16618 is a generic load failure for bert-base-uncased; not the same concrete bug." + "reason": "Both concern model downloading/loading, but one is specifically about unauthenticated private-model access while the other is a public-model load failure; too different to treat as the same bug." } ] }, @@ -16823,7 +16984,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "7ef61e2be28e40c4736348255de565fc6202583c553618355eeab508ff534a93", + "prepared_review_unit_hash": "452564d680197a148225dbc2d350a6ecc8acab86351c81731f27e9487a9a824f", "component_budget": { "node_count": 2, "item_count": 2, @@ -16845,18 +17006,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature-tracking community contribution issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a broad theme but not the same underlying change or code path.", + "summary": "These are two unrelated feature-request issues: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share only the broad \u201ccommunity contribution\u201d framing, not the underlying change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, issue #33260 is slightly more central because it is newer and has more inbound references, but it is not a duplicate of #26350.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are architecture-support requests, but they target different features (Flash Attention 2 vs GGUF) and different implementation paths, so they are not the same underlying issue." + "reason": "Different model/runtime features and different code paths: Flash Attention 2 vs GGUF support. Similar wording does not indicate the same underlying bug or change." } ] }, @@ -16915,187 +17076,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "545f46059ad79af8313ad47d09c3f434a3fab3df609cf73c4f4f0ae48f1b7838", + "prepared_review_unit_hash": "1d8ab35748a30d88f9c28fb890d828bff699fdd1058e65cc8553a44e816d267a", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The only clearly supported duplicate is the Thai pair 46222/46226, which has identical text and title. The other issues are not shown to be duplicates; the three placeholder-template translation issues (43834/44365/44370) are highly similar, but the packet does not confirm they are the same underlying request.", - "confidence": 0.96, - "canonical_issue_reason": "issue:46222 is the best canonical because it is an exact duplicate of issue:46226 and has slightly more activity/inbound references, making it the better anchor.", + "summary": "This cluster is mixed: the Turkish, Spanish, and Romanian translation requests are distinct issues, while there are two small duplicate subgroups among the generic template-placeholder issues and the Thai-titled pair. The whole set should not be collapsed into one duplicate chain.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43834 is the best representative of the generic template-placeholder subgroup because its title matches the repeated placeholder form and it has the broadest similarity to the other placeholder issues; however, it is not a canonical duplicate for the language-specific translation requests.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46222 is the strongest issue representative for the duplicate pair and should be kept as the canonical record.", + "best_issue_reason": "43834 is the strongest single issue to anchor the duplicate subgroup, but only for the placeholder-template variants. The real language-specific translation requests remain separate work items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same general docs-translation template, but there is no evidence these are the same underlying request." + "reason": "Turkish vs. generic placeholder translation issue; different underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Same general docs-translation template, but no confirmation of a shared underlying issue." + "reason": "Turkish vs. generic placeholder translation issue; not the same language task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "High similarity appears to come from the shared template, not a confirmed duplicate request." + "reason": "Turkish request is distinct from the placeholder-template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "The titles show different language requests, so these are separate issues." + "reason": "Different target languages (Turkish vs Romanian), so not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "The titles show different language requests, so these are separate issues." + "reason": "Different target languages (Turkish vs Spanish), so separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Similar docs-translation template text is not enough to prove a duplicate." + "reason": "Spanish request is distinct from the generic placeholder-template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Similar docs-translation template text is not enough to prove a duplicate." + "reason": "Spanish request is distinct from the placeholder-template issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "The titles show different language requests, so these are separate issues." + "reason": "Different target languages (Spanish vs Romanian), so not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Similar docs-translation template text is not enough to prove a duplicate." + "reason": "Spanish request is distinct from the generic placeholder-template issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Similar docs-translation template text is not enough to prove a duplicate." + "reason": "Romanian translation request vs generic placeholder template; different underlying issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Similar docs-translation template text is not enough to prove a duplicate." + "reason": "Romanian translation request vs generic placeholder template; not the same issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Similar docs-translation template text is not enough to prove a duplicate." + "reason": "Romanian request is separate from the placeholder-template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "The titles show different language requests, so these are separate issues." + "reason": "Romanian translation request is distinct from the Thai-titled issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "The titles show different language requests, so these are separate issues." + "reason": "Romanian translation request is distinct from the Thai-titled issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." + "accept": true, + "reason": "Same placeholder-template title pattern and near-identical content; looks like the same issue repeated." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." + "accept": true, + "reason": "Same placeholder-template issue text; appears to be an exact duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Similar template wording does not establish the same underlying request." + "reason": "Very similar boilerplate, but the titles differ and there is not enough evidence to prove the same underlying issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Similar template wording does not establish the same underlying request." + "reason": "Very similar boilerplate, but the titles differ and the issues are not clearly the same." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." + "accept": true, + "reason": "Same placeholder-template issue with effectively identical content." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Similar template wording does not establish the same underlying request." + "reason": "Template overlap only; not enough evidence that these are the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Similar template wording does not establish the same underlying request." + "reason": "Template overlap only; not enough evidence that these are the same issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Similar template wording does not establish the same underlying request." + "reason": "Template overlap only; titles/content are not clearly the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Similar template wording does not establish the same underlying request." + "reason": "Template overlap only; titles/content are not clearly the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact duplicate: identical Thai title and body with no sign of a different request." + "reason": "Exact same Thai-titled issue with identical similarity, so this is a duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 46222/46226 duplicate call is well grounded, but the cluster-level summary overreaches. The packet only visibly supports distinct languages for 27088, 28936, and 38435; for 43834/44365/44370 the evidence shown is just an identical placeholder template with high similarity, not confirmed different language requests. That part of the reasoning is not conservative enough. Please narrow the summary to the clearly supported duplicate pair and avoid asserting unshown language distinctions for the template issues." + "accept": true, + "feedback": "The summary is grounded in the packet: the Turkish, Spanish, and Romanian issues are treated conservatively as separate language-specific requests, while the placeholder-template trio and the Thai pair are the only clearly supported duplicate subgroups. The accepted soft-edge pairs are well-supported by very high similarity and identical or near-identical titles, and the rejected pairs avoid overstating duplicate evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17157,23 +17318,23 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43837|issue:45322", + "issue:43671|issue:43909", "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", "issue:43909|issue:44205", - "issue:43671|issue:43909", "issue:44121|issue:45322", - "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "6788eccee9752efeba5b71728b9f40b23804c8b14838929aee5515a6b9eaa982", + "prepared_review_unit_hash": "bddd4e65d5491e864f58bc89fcce307e116e2b1611c16f7e9e2f6fe3c3a64821", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, + "serialized_chars": 21660, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17181,7 +17342,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, + "serialized_chars": 21660, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17190,228 +17351,222 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of loosely related model-request issues (mostly \u201cadd model\u201d / \u201csupport model\u201d requests) rather than true duplicates. The similarities are thematic, not the same underlying change or bug, so all soft edges should be rejected.", - "confidence": 0.79, - "canonical_issue_reason": "If one issue must anchor the cluster, issue #42738 is the broadest and most generic request (\u201cBERT-like models with RoPE\u201d), but it is still not a duplicate of the other model-specific requests.", + "summary": "This cluster is mostly broad \"add/support model\" requests, but the items span unrelated model families and modalities (BERT variants, vision-language models, speech/TTS/ASR, audio models). The text similarity is driven by generic request wording rather than the same underlying change, so these are not true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If a single issue must represent the cluster, 42738 is the broadest/generalized request, but the set is heterogeneous and does not form one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "#42738 is the best issue candidate only as a broad representative of the shared request pattern; it is the least specific and most central-looking title in this set, though the issues remain distinct.", + "best_issue_reason": "42738 is the best umbrella-like representative because its wording is broader than the others, though it still does not subsume the rest as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model-addition requests, but for different models (EuroBert vs DEIMv2) and different underlying changes." + "reason": "Different model requests: EuroBert vs DEIMv2. Similar \"add model\" wording only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert and Qwen3-TTS are unrelated model requests; same broad category, not the same change." + "reason": "BERT model request vs Qwen3-TTS support; different architectures and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different models (EuroBert vs RF-DETR) with no indication of a shared implementation path." + "reason": "EuroBert and RF-DETR are unrelated models, so this is only generic request similarity." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model requests, not duplicate reports of the same model support." + "reason": "RF-DETR vs DEIMv2 are different model additions with no shared code-path implied." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different models and different code paths." + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and a weight-sparse transformer request are unrelated changes." + "reason": "Different model families: RF-DETR vs OpenAI weight-sparse transformer." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model additions with different implementations." + "reason": "RF-DETR and Qwen3-ASR are different tasks and model types." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + "reason": "RF-DETR is unrelated to Qwen3-TTS; same broad repo area only." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are not the same model or code change." + "reason": "NeoBERT request is unrelated to Qwen3-ASR support." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the OpenAI weight-sparse transformer request are different architectures and implementations." + "reason": "NeoBERT vs weight-sparse transformer are distinct model additions." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT and LFM2.5 Audio are different model families/modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different requested additions with no shared concrete bug/change." + "reason": "RF-DETR and NeoBERT are unrelated; not the same underlying change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model families, not duplicate requests." + "reason": "NeoBERT vs ModernVBERT are both BERT-like names but still separate model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-specific requests." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support are different code paths." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are distinct model/architecture additions." + "reason": "MiniCPM3 and circuit-sparsity transformer are unrelated model requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model support requests." + "reason": "MiniCPM3 vs ModernVBERT are distinct model additions, not one bug/change." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are unrelated model additions." + "reason": "MiniCPM3 and Voxtral TTS are different modalities and implementations." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and different implementation targets." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models, not the same underlying request." + "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + "reason": "ModernVBERT vs Qwen3-TTS is only broad request similarity." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are related only thematically; they do not ask for the same change." + "reason": "ModernVBERT is a specific model request; 42738 is a broader BERT-like/RoPE umbrella, not the same issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A BERT-like RoPE architecture request is not the same as Voxtral TTS support." + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated model families." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and different support changes." + "reason": "Qwen3-TTS and Qwen3-ASR are related product lines but different features/models and should not be merged." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough for duplication." + "reason": "Qwen3-TTS support vs LFM2.5 Audio are distinct audio model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and weight-sparse transformer are different concrete changes." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer support are different code paths." + "reason": "Qwen3-TTS and Voxtral TTS are both speech-related but refer to different models and implementations." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43671", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete implementation." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different modalities." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different models, not the same issue." + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." }, { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model requests." - }, - { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions, not duplicates." + "reason": "Qwen3-ASR and circuit-sparse transformer are unrelated changes." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + "reason": "Qwen3-ASR and Voxtral TTS are different tasks and model integrations." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." + "reason": "Qwen3-ASR is unrelated to DeepSeek-OCR2." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different model support requests." + "reason": "ASR support and EUPE are different model families and code paths." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated audio vs vision/text model requests." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 support are different model additions." + "reason": "Weight-sparse transformer request vs EUPE are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different research models, not the same underlying feature." + "reason": "EUPE and TIPSv2 are distinct vision-language model requests, not the same change." } ] }, @@ -17441,12 +17596,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "df35d02b224e4123b66d1de666a6c08df69d4127c31470d6610b9d2470ae53ea", + "prepared_review_unit_hash": "287f8007e9605afce6261b760c6e015b23265853048f076de52bb462813299cd", "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 }, @@ -17454,7 +17609,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -17463,18 +17618,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates. #41084 is a vague request about block decoding, while #43037 asks for DeepSeek v3.2 support; they describe different changes with no shared targets or code path.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one requests \"Set Block Decoding\" and the other asks for \"DeepSeek v3.2 support\". They describe different features in different parts of the stack, with no shared targets or codepaths.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43037 is the more concrete and actionable request; 41084 is broader and less specific.", "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the more specific, actionable issue, but it is not a duplicate of #41084; the pair should not be collapsed into one canonical issue.", + "best_issue_reason": "43037 is the best representative issue because it clearly states a single feature request and is easier to triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: these are different requests. One is about block decoding behavior, the other is model/version support for DeepSeek v3.2. They share only weak textual similarity and have no explicit shared target or evidence of the same underlying bug/change." + "reason": "Different underlying requests: block decoding configuration vs model/version support. No evidence they refer to the same bug or change." } ] }, @@ -17504,7 +17659,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "609d4909bbda546bd911e11d9b9127266b1f38db10ceaaa756fcf597715cae71", + "prepared_review_unit_hash": "48e93b33dc0a1bdbe8b7cc35d656c7e1d831c0b7f24bc341f04098435a687303", "component_budget": { "node_count": 2, "item_count": 2, @@ -17526,18 +17681,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer-related feature/bug reports: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a vague theme around custom trainers, but not the same underlying change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the more concrete and directly actionable Trainer customization request; it has a clearer code-path target than the FLOPS-estimation discussion.", + "summary": "These are not duplicates: one issue is about `remove_unused_column` customizability in `Trainer`, the other is about FLOPS estimation for custom trainers. They share a loose Trainer/customization theme but describe different underlying problems.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the best representative issue for the cluster because it is specific, implementation-oriented, and not merely a broad usage concern.", + "best_issue_reason": "If a single issue must represent the cluster, 43598 is slightly better because it is a more concrete standalone Trainer behavior request, but there is no true canonical issue here since the topics differ.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Reject: these refer to different Trainer behaviors. One concerns pruning unused columns/customizability, the other concerns counting FLOPS for custom trainers. The shared mention of custom trainers is too broad to indicate the same bug or fix." + "reason": "Reject: both mention custom trainers/Trainer internals, but one concerns unused-column removal customizability and the other concerns FLOPS estimation. They are different bugs/feature requests and not the same underlying change." } ] }, @@ -17567,7 +17722,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "acf6d6ea213217f134a1f043ad549ebabbe34555e9ed44b402c1d390f08e3c15", + "prepared_review_unit_hash": "75dddc89f51da480c6f1114370456d7b5c2db8e6d6c9291dab00a3b5d6b78a04", "component_budget": { "node_count": 2, "item_count": 2, @@ -17589,18 +17744,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate feature requests, not the same underlying bug: one asks for Qwen3-Omni auto-model registration, the other for Qwen3.5 sequence-classification support.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate issue: the two tickets target different model families and different auto-head capabilities.", + "summary": "These issues are not duplicates: one requests auto-class registration for Qwen3-Omni, while the other asks for sequence-classification support for Qwen3.5/Qwen3_5Config. They concern different model families and different auto-model heads.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43684 is the cleaner canonical issue for this cluster because it is a direct framework-registration request affecting core auto classes, whereas #44405 is a separate feature request for a different model/config and task head.", "canonical_pr_reason": null, - "best_issue_reason": "If a cluster anchor is needed, 43684 is the broader AutoModel registration request, but it does not subsume 44405.", + "best_issue_reason": "#43684 is the best issue candidate here because it is the broader, more foundational auto-model registration request and more likely to anchor related follow-up work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different requests: Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same code-path problem." + "reason": "Different underlying requests: Qwen3-Omni auto-class registration vs Qwen3.5 sequence-classification support. They target different model families and different APIs, so they should not be merged as duplicates." } ] }, @@ -17637,77 +17792,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5b648f2cbd337f8547f43e72d1c5cc6118550b958988ca98565d2e2049da2ed1", + "prepared_review_unit_hash": "d000b1f037e7c44da18226ff3ef541d32a3437150cd31bf0ee8fc5b399e58bbf", "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": "All four items are extremely under-specified issues, with three sharing the same generic title and no concrete bug details. There is not enough evidence to confidently merge any pair as true duplicates; no PRs are present.", - "confidence": 0.24, - "canonical_issue_reason": "issue:43859 is the least weak representative only because it has the most observable activity, but the cluster lacks concrete description to establish a real canonical bug report.", + "summary": "The three \"huggingface\" issues are plausibly duplicates based on identical titles and similar bodies; \"Fett\" looks unrelated. I would keep issue:43845 as the canonical representative because it is the earliest of the repeated-title issues and has the fuller body.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" issues and has the fuller body length among the closest matches, so it is the best representative for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43859 is the best available issue anchor for triage, but only by marginal activity signals; the actual problem statement is too vague to judge quality.", + "best_issue_reason": "issue:43845 is the strongest issue candidate because it matches the repeated title pattern and is the earliest of the duplicate-looking reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles are unrelated/generic and there is no body or target evidence showing the same underlying issue." + "reason": "Different titles and no concrete shared bug evidence; this does not look like the same report." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "No concrete shared bug report is visible beyond weak similarity signals." + "reason": "Different titles with no supporting evidence of a shared underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The only commonality is low-information similarity; nothing ties them to the same defect." + "reason": "Different title from the huggingface issues, so it is unlikely to be the same report." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "They share the same generic title, but there is no actual issue content here to confirm they are true duplicates." + "accept": true, + "reason": "Same title and very similar issue bodies make these look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Insufficient evidence of the same underlying problem; same-title similarity alone is not enough." + "accept": true, + "reason": "Identical title and broadly similar issue text suggest the same report, though the evidence is limited." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "No concrete description, target, or reference evidence supports treating these as the same issue." + "accept": true, + "reason": "Identical title and broadly similar issue text suggest duplication, even though the packet provides limited additional detail." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The main clustering is plausible, but two soft-edge explanations overstate the evidence. For issue:43845 vs issue:43859 and issue:43846 vs issue:43859, the packet only supports identical titles and a body-length difference; it does not show shared wording, and the 43859 timestamp is not especially close to the others. Those verdicts should be more cautious. The canonical representative choice is fine, but the soft-edge reasons are not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17741,7 +17899,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "eb12c1af21242cc56ff723fcfec298bdbb2c61e77260a3127def4fc8e3499a55", + "prepared_review_unit_hash": "ee9cf5527ff52953ea4f3ad842cf8932b55d9a2b37957ae23f089575adb52af6", "component_budget": { "node_count": 5, "item_count": 5, @@ -17763,66 +17921,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-information, likely unrelated spam/off-topic issues with no concrete duplicate pattern; the generic titles are not enough to treat them as the same underlying report.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44371 is the earliest item and, like the rest, carries no actionable detail; if one artifact must anchor the cluster, this is the least-wrong placeholder.", + "summary": "This cluster is mostly spam or unrelated low-signal issues. The three \"\" reports look superficially similar, but there is not enough concrete content to treat them as the same underlying issue; the documentation and \"Google LLC\" items are clearly unrelated.", + "confidence": 0.89, + "canonical_issue_reason": "If a representative is needed, 44371 is the earliest of the identical '' reports and is as good a placeholder as any; there is no substantive evidence for a real duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the most descriptive title in the set, but it is still too generic to serve as a meaningful canonical report.", + "best_issue_reason": "44371 is the earliest and most generic representative among the spam-like issues, but this is only a triage placeholder, not a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just \"\" with no body detail; same placeholder title is not enough to prove the same underlying issue." + "reason": "Both are generic '' placeholders, but there is no concrete bug/feature description to show they are the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like titles, but no evidence they describe one shared bug or change." + "reason": "Same generic spam title, but no substantive evidence of a shared underlying issue beyond placeholder text." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation request; no common concrete issue." + "reason": "Spam placeholder vs. documentation enhancement; clearly not the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"Check out \\\"Google LLC\\\"\" is unrelated to the spam placeholder issue and does not indicate the same report." + "reason": "Spam placeholder vs. an unrelated 'Google LLC' issue; no duplicate relationship." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; no shared underlying problem." + "reason": "Documentation enhancement and spam placeholder are unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; not the same issue." + "reason": "Documentation enhancement and spam placeholder are unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Same placeholder title, but no substantive description or target to show they are duplicates rather than separate spam posts." + "reason": "Both are spam placeholders, but there is still no concrete evidence they describe the same underlying problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No overlap in subject matter beyond being low-information issues." + "reason": "Spam placeholder vs. unrelated 'Google LLC' issue; not a duplicate." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No overlap in subject matter beyond being low-information issues." + "reason": "Spam placeholder vs. unrelated 'Google LLC' issue; not a duplicate." } ] }, @@ -17852,12 +18010,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "afa79f11561d85a8af96131c13b1bfce22b2471ec37fd3d88a627a3f5fefd339", + "prepared_review_unit_hash": "ad8697e160d215c32d7eb2a3ed71156fc1f17a5c2979e6a1e44f7feaa9067f7c", "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 }, @@ -17865,7 +18023,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17874,27 +18032,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues have the same title and highly similar content, so they appear to be duplicates of the same energy-optimization proposal.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #45145 is the better canonical because it was created first and already has an inbound reference, making it the more established thread.", + "summary": "The two closed issues are highly similar and likely in the same report family: same title, very similar body size, and no distinguishing filenames or explicit targets. I would not call them exact duplicates from the available evidence, but #45145 is the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the earlier report and already has an inbound reference, while #45151 does not add any distinguishing technical detail.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the strongest representative issue for this cluster for the same reasons: earliest, already referenced, and indistinguishable in topic from #45151.", + "best_issue_reason": "#45145 is the best representative for this likely duplicate/report-family pair because it appears to be the original submission and there is no evidence that #45151 describes a different underlying issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title, same apparent topic, and no evidence of distinct scope; these look like duplicate reports of the same underlying idea." + "reason": "Highly similar titles and body sizes, with no differing filenames or explicit targets; this looks like the same report family, though not provably an exact duplicate." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both issues are closed, share the exact same title, and the pair is marked with soft similarity. Choosing issue:45145 as canonical/best is also supported by its earlier creation time and inbound reference. The soft-edge accept is conservative given the available evidence." + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet. The evidence supports that these two issues are highly similar and likely duplicates (same title, close body lengths, no differing filenames/targets), but it does not prove they are exact duplicates or have the same content. Please downgrade the wording to a conservative \u2018likely duplicate / same report family\u2019 assessment while keeping #45145 as the canonical issue because it is earlier and has the inbound reference." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17972,12 +18130,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "1b8987a7b16ed72d31514328016c16b0c7a3da28149de973bfffec69124f52f2", + "prepared_review_unit_hash": "ef45c6001985c2f5823b8dd883550744f6ee155f338f5f703ddbe4588bf79089", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, + "serialized_chars": 1670, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -17985,7 +18143,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, + "serialized_chars": 1670, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -17994,18 +18152,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45674 is the more general and actionable bug report, with a clearer configuration-level failure mode and broader applicability than the Gemma4-specific audio-module report.", + "summary": "The two issues are both about 4-bit inference, but they describe different failures and likely different root causes: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-module behavior regression causing an lm_head exclusion AssertionError.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the best representative because it describes a concrete, reproducible inference regression and is less model-specific.", + "best_issue_reason": "issue #45674 is the broader, more generally actionable report of a 4-bit inference regression in BitsAndBytesConfig; however, it should not be treated as a duplicate of #45672 because the failure mode and implicated code path differ.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the underlying bugs differ: one is a Gemma4/audio-module uint8 + torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module behavior that clears lm_head exclusion and causes an AssertionError. Different failure modes and code paths." + "reason": "Different concrete bugs: #45672 is a Gemma4/audio uint8 torch.finfo() TypeError, while #45674 is an llm_int8_skip_modules / default lm_head exclusion AssertionError in 4-bit inference. Shared 4-bit context is too broad to merge." } ] }, @@ -18035,40 +18193,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "a90cef20b713fed00bbbbfbcbd2d458b8c856f942e93701524657ea33aa4b5c3", + "prepared_review_unit_hash": "07b267e4b902facbe710f925ada712aa83c50b3043be18031bd304ad10de63e1", "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 or links; they do not appear to describe the same bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two closed issues have only weak title similarity and no body, links, or shared targets. They appear to be unrelated personal-name placeholders rather than the same underlying bug or request.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: both issues are empty and unrelated beyond superficial surname overlap.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative of a technical problem; both are empty placeholders with no actionable content.", + "best_issue_reason": "Neither issue is a good canonical choice because there is no actionable content or evidence of duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names/dates and no issue body or linkage indicate unrelated placeholders, not the same underlying bug." + "reason": "Only superficial similarity in names; no body, targets, or discussion evidence indicating the same issue." } ] }, @@ -18098,7 +18256,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "038eb8af8c5e06681219263078fdf3ab4d9e0aaed6a6f22883b4432bc6b9941c", + "prepared_review_unit_hash": "66cb8cddbd18266121d6836b48e0cbd90f13c7d9081915a8f2a101a3bb905cee", "component_budget": { "node_count": 2, "item_count": 2, @@ -18120,7 +18278,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated closed issues with only personal-name titles and different dates; there is no evidence they describe the same bug or change, so the soft duplicate link should be rejected.", + "summary": "The two issues are not duplicates; they reference different people and dates and contain no shared problem description or actionable context.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18131,7 +18289,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named subjects and dates, with no body or technical details indicating a shared underlying issue." + "reason": "Different named subjects and dates with no evidence of the same underlying bug or request; this looks unrelated rather than duplicate." } ] }, @@ -18161,12 +18319,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "4cb83a3780c38b5a3a7a869202996bdb8fbced8f894cca77e06edb6f2412fa91", + "prepared_review_unit_hash": "803c2da68b35b6b69ca2e52b15bbb4409855f61d4ffbd44da511c06a7b32fd20", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18174,7 +18332,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18183,18 +18341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different features: adding Qwen3_5ForTokenClassification for value-model use versus support for FP8 training. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are two unrelated feature requests: one asks for a new Qwen token-classification model class, the other asks for FP8 training support. They do not describe the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request and is better suited as the cluster representative; 46295 is a separate training-capability request.", "canonical_pr_reason": null, - "best_issue_reason": "No canonical issue among these two; if forced to pick a representative, 46295 is broader, but it is not a duplicate of 45810.", + "best_issue_reason": "45810 is a specific API/model addition request with a clear target, while 46295 is broader and orthogonal, so 45810 is the better issue to anchor on.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests and code paths: one is a model/class addition for token classification, the other is training precision support. Shared theme of model training is too broad to treat as the same underlying issue." + "reason": "Different features in different areas: model-class addition vs FP8 training support. No shared code-path or concrete mergeable change." } ] }, @@ -18234,12 +18392,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "379411811cd921693d9d1859e290cbbb8c03642413cdc5bd21c30bd5e4b19af9", + "prepared_review_unit_hash": "5c441b58afcf3a8bca15b56afb642007901085b6aa9b38d3432313f040fe0261", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18247,7 +18405,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18256,69 +18414,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to split into two separate likely-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different finance-related post but not part of either pair. The evidence supports strong similarity, but not a claim of exact body identity.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45870 is a good canonical representative for the first likely-duplicate pair because it is the earlier of the two highly similar issues with the same title and the same body length. That said, the full cluster is not one duplicate set; it contains two distinct likely-duplicate pairs.", + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. The dataset bundle issue 45869 is only thematically related and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "45872 is the strongest canonical representative among the duplicates because it is slightly more descriptive and its twin 45873 is an exact match; 45870/45871 form a separate duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the best single representative across the cluster only in a limited sense: it sits in the clearest likely-duplicate pair and is the earliest post there. If the cluster were split, 45872 would be the analogous representative for the second pair.", + "best_issue_reason": "45872 is the best overall issue to keep as the representative because the title is more specific and the issue text appears more detailed than the other pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset promotion versus a financial time-series example. Similar finance wording, but not the same underlying issue." + "reason": "Same financial domain, but one is a dataset bundle and the other is an example; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset promotion versus a financial time-series example. Broadly related wording only." + "reason": "Related topic only; dataset listing vs example scenario are different issues." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Highly similar / likely duplicate pair: same title and same body length, with no evidence of a different underlying request. The record does not prove identical bodies, so this should be phrased conservatively." + "reason": "Exact title match with matching metadata/body length; these look like duplicate submissions of the same example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different underlying request: financial time-series prediction example versus a scraping-service-oriented post." + "reason": "Both are DataForge financial examples, but the titles describe different topics: prediction example vs scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different underlying request: financial time-series prediction example versus a scraping-service-oriented post." + "reason": "Different issue topics; only broad subsystem overlap, not the same underlying request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different underlying request; only broad finance/DataForge overlap, not the same concrete issue." + "reason": "Duplicate only in a broad financial/DataForge sense; the concrete issue descriptions differ." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying request; only broad finance/DataForge overlap, not the same concrete issue." + "reason": "Different concrete issue content; not a same-bug/same-change match." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Highly similar / likely duplicate pair: same title and same body length, with no evidence of a different underlying request. The record does not prove identical bodies, so this should be stated conservatively." + "reason": "Exact title match with matching metadata/body length; these are duplicate copies of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering is a bit overstated. The packet supports that 45870/45871 share the same title and body length, and 45872/45873 also share the same title and body length, but it does not prove the bodies are identical or that these are exact duplicates. Please downgrade claims like \"exact duplicate\" / \"exactly matches body\" to conservative language such as \"highly similar\" or \"likely duplicate.\" The cross-pair rejections against 45869 look grounded, but the duplicate-pair acceptances are too strong given the evidence shown." + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are both exact-title, equal-body-length pairs, while 45869 is only loosely similar. The choice of 45872 as the representative is reasonable given the more specific title and larger body length. Minor caveat: avoid saying 'matching metadata' unless you mean only the shared title/body-length pattern visible in the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18326,7 +18484,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18334,7 +18492,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-15", + "cluster_id": "cluster-39895-16", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -18350,7 +18508,8 @@ "pull_request:45655", "pull_request:46048", "pull_request:46267", - "pull_request:46344" + "pull_request:46344", + "pull_request:46367" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -18368,166 +18527,180 @@ "pull_request:44827|pull_request:46344", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", - "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:46367", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46367", + "pull_request:44827|pull_request:46048", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "49c3c7a47e0c15b94066bcb57a1f37fb4ebb56256e421ffb79abefc57b3de820", + "prepared_review_unit_hash": "bdf34c002fab07fecf6e0154f6248a1daa48d8c1acecf4293db89220fdb0d490", "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 20, - "serialized_chars": 40245, - "estimated_input_tokens": 10062, - "estimated_eval_tokens": 20380 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 42939, + "estimated_input_tokens": 10735, + "estimated_eval_tokens": 21726 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 20, - "serialized_chars": 40245, - "estimated_input_tokens": 10062, - "estimated_eval_tokens": 20380 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 42939, + "estimated_input_tokens": 10735, + "estimated_eval_tokens": 21726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` changes (#43251 and #43254), which both implement the same kwargs passthrough to `nn.functional.cross_entropy` for the same tracked issue.", - "confidence": 0.93, + "summary": "The cluster is mostly heterogeneous PRs with one true duplicate-like pair: the two fixed_cross_entropy patches. Everything else is only superficially similar by subsystem or keywords and should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#43251 is the clearest canonical PR for the duplicate pair: it is issue-linked to #43240 and implements the same `fixed_cross_entropy` fix as #43254 with the same concrete code path.", + "canonical_pr_reason": "PR 43251 is the best canonical representative of the duplicate pair because it directly forwards supported kwargs to nn.functional.cross_entropy, cleanly updates the helper API, and has the explicit tracked issue link; 43254 is just an alternate variant of the same fix.", "best_issue_reason": null, - "best_pr_reason": "#43251 is the best representative in this cluster because it is the only tightly duplicated change and has the strongest signal (explicit issue target, same file, same fix).", + "best_pr_reason": "PR 43251 is the strongest overall match for the cluster's only real duplicate theme. It is the most complete and direct implementation of the fixed_cross_entropy kwargs fix, and it is the only pair here that could plausibly be merged into a single PR with its counterpart.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: adding VideoPrism docs/model files vs executorch dynamic-shape export tests. No shared code path." + "reason": "Different changes: adding VideoPrism model/docs vs adding an executorch dynamic-shape test. Same broad repo area, but not the same bug or feature." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions are unrelated to executorch export testing." + "reason": "Tokenizer API additions for MistralCommon do not overlap with executorch export testing; unrelated concrete code paths." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method fixes vs adding a new MobileLLM model; unrelated work." + "reason": "Missing tokenizer methods vs adding a new MobileLLM model. No shared underlying change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes are not the same underlying change as introducing MobileLLM." + "reason": "Processor auto-loading robustness work is unrelated to a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs passthrough and a new model addition are unrelated." + "reason": "Loss helper kwargs forwarding and MobileLLM model addition are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs support is unrelated to Mistral4 test fixes." + "reason": "Both are code changes, but one fixes cross-entropy kwargs and the other is a Mistral4 test/modeling update; not the same issue." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 test fixes do not share the same bug or code path." + "reason": "Executorch dynamic-shape export test vs Mistral4 test fixes; different concrete problems." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape testing is unrelated to adding MobileLLM." + "reason": "Executorch exportability test and MobileLLM model scaffolding are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs fixing config-resolution order; different issues." + "reason": "New MobileLLM model code is unrelated to cls.config resolution ordering in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + "reason": "MobileLLM addition vs Falcon output-collection refactor; no shared bug or change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor and model-creation skill content are not the same code change." + "reason": "Falcon refactor and the model-creation skill PR are entirely different scopes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor is unrelated to Mistral4 tests." + "reason": "Falcon interface refactor and Mistral4 test/model updates are different code paths." }, { "left": "pull_request:44827", "right": "pull_request:46344", "accept": false, - "reason": "Mistral4 test fixes and VitPose graph-break fix are different models and different bugs." + "reason": "Mistral4 test/model changes are unrelated to VitPose flip_back graph-break fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming/conversion mapping; unrelated." + "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are not the same underlying bug." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and serve chat parsing updates do not target the same code path." + "reason": "Mistral4 test fixes do not overlap with the chat-response parsing overhaul." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:46367", "accept": false, - "reason": "Mistral4 tests are unrelated to adding the TDT loss kernel." + "reason": "Mistral4 test fixes are unrelated to DeepGEMM availability plumbing and xpu kernel gating." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + "reason": "Mistral4 test fixes and the model-creation skill are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding a model-creation skill are different artifacts, not the same bug or change." + "reason": "MobileLLM model code and the model-creation skill are not the same artifact or bug." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution-order fix are separate changes." + "reason": "Mistral4 test/model changes are unrelated to cls.config resolution ordering." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46367", + "accept": false, + "reason": "Both touch kernel/integration code, but tdt-loss kernel loading and DeepGEMM availability are different concrete features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete `fixed_cross_entropy` code path on the same issue (#43240) by forwarding supported kwargs to `nn.functional.cross_entropy`; they are functionally duplicate." + "reason": "These are near-duplicate fixes for the same fixed_cross_entropy helper in the same file, both targeting issue 43240 and both plausibly mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly unrelated and only elevates the 43251/43254 pair, which is supported by the shared issue target (#43240), same file, and the same `fixed_cross_entropy` kwargs passthrough. The other soft-edge rejections are conservative and do not overstate duplication evidence." + "feedback": "The summary is well grounded in the packet: the only strong duplicate signal is the 43251/43254 pair, which shares the same file and issue target and appears mergeable into one bugfix PR. The remaining pairs are conservatively rejected as soft similarity only, with reasons tied to distinct files or concrete change scopes. I don\u2019t see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -18538,7 +18711,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18556,7 +18729,7 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "4f44c1aea0f6ca4bd2a6d119a90b3a5a57c28adcfbd3dfdf40291de5fd02906a", + "prepared_review_unit_hash": "26e49e17f906bed7b367505c7198c54229af49d1c916c99f062c76956ac0b4f5", "component_budget": { "node_count": 3, "item_count": 3, @@ -18578,24 +18751,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly broad similarity around model registrations, but the PRs are not duplicates. 40546 implements base VibeVoice, 42781 adds a separate VibeVoice Realtime variant, and 46331 is a different Parakeet-RNNT model change.", - "confidence": 0.93, + "summary": "These PRs are not duplicates: two are related to VibeVoice but cover different scopes (initial VibeVoice vs VibeVoice Realtime), and the third is an unrelated Parakeet-RNNT addition. The shared auto-registration/docs files are not enough to treat them as the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the best canonical anchor because it is the earliest and most general VibeVoice implementation in the cluster; the other PRs are either a follow-up variant (42781) or an unrelated model family (46331).", + "canonical_pr_reason": "No canonical PR: the cluster mixes distinct feature additions across different model scopes, so there is no single duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest representative of the shared VibeVoice work and covers the main model introduction; 42781 is a distinct realtime extension, not the same concrete change, and 46331 is outside the model family.", + "best_pr_reason": "PR 40546 is the most foundational and representative of the VibeVoice work, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both are VibeVoice-related, but 40546 adds the base model while 42781 adds a separate realtime/acoustic-tokenizer path and extra generation code; they are related follow-ups, not the same underlying change." + "reason": "Initial VibeVoice implementation vs VibeVoice Realtime; the latter adds acoustic-tokenizer/realtime machinery and is a broader, different feature rather than the same fix/change." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "These target different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-registration files are incidental and not enough to treat them as duplicates." + "reason": "Different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-mapping edits are incidental and do not indicate the same underlying change." } ] }, @@ -18609,7 +18782,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18625,12 +18798,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "57bb7fd945108bb761e264a8547d0acac38551c77d2960a967b97bad53fa432b", + "prepared_review_unit_hash": "fdfb070610a74bff1336a8834dbd5a48bce445fb71655eab6d7e488ca819ace4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18638,7 +18811,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18647,18 +18820,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds covariate forecasting to TimesFM, the other adds DINOv3 image classification support. They do not share the same underlying bug or change path, so the soft match is rejected.", + "summary": "The two pull requests are unrelated model-feature additions: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models and different features, so they are not duplicates.", + "canonical_pr_reason": "No clear duplicate PR here. If forced to pick a canonical PR for the cluster, PR #40755 is slightly more self-contained and feature-complete in its own subsystem, but it is not a duplicate of #41224.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication: 40755 and 41224 address unrelated code paths, so neither is a suitable canonical anchor for the other.", + "best_pr_reason": "PR #40755 is the better representative only because it has a more focused single-feature scope and larger implementation footprint; however, it does not subsume or duplicate PR #41224.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and feature areas (TimesFM covariates vs DINOv3 classification); not the same underlying change." + "reason": "They address different models and different problems: TimesFM covariate forecasting versus DINOv3 image classification. No shared concrete code-path or mergeable overlap beyond being model additions." } ] }, @@ -18672,7 +18845,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18735,7 +18908,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18753,12 +18926,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "2e4f07d5dd40fecd1dd85b18fa39a2dd9a68815aeaa3c1fc7c0aa30ce53ffb89", + "prepared_review_unit_hash": "05ed0bd0a89e4c04da4645e9cc0b804f56522fbfb53cab3a670a63d0e2b0399e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18766,7 +18939,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18775,24 +18948,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeekOCR, Isaac, and Kimi2-6). They share the usual Transformers scaffolding and registration files, but they target different models and different code paths, so the similarity is boilerplate rather than duplicate change content.", - "confidence": 0.98, + "summary": "Three open PRs all add different models (DeepSeek OCR, Isaac, Kimi2-6). They share the usual new-model boilerplate, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three pull requests introduce different models and are not duplicates of the same underlying change.", + "canonical_pr_reason": "No canonical PR for duplication purposes: each PR introduces a different model and separate implementation/docs/tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest standalone representative only by maturity/review activity, but it is still a distinct Kimi2-6 model-addition PR rather than a duplicate of the others.", + "best_pr_reason": "PR #45630 is the strongest representative of the cluster only in the sense that it has the most review activity and appears most developed, but it is still a distinct model addition, not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeekOCR vs Isaac are different model introductions; shared docs/auto-registration/test scaffolding is expected boilerplate, not the same bug or change." + "reason": "DeepSeek OCR vs Isaac are different model additions with different files, configs, and model code paths; shared boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 add different models with different files and implementations; overlap is broad Transformers model-registration plumbing, not a single mergeable fix." + "reason": "Isaac and Kimi2-6 are separate new-model PRs for different architectures; they overlap only in standard integration scaffolding, not in a concrete bug fix or mergeable shared change." } ] }, @@ -18806,7 +18979,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18822,7 +18995,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "f6ea5c6510b176b90a2f586511cfac3ff7c4c8a7afda33b0a17900dc7d02e639", + "prepared_review_unit_hash": "f3018b3c24ad148037247f84abf1856999f6b8768af72ebf584aabd0b4a92013", "component_budget": { "node_count": 2, "item_count": 2, @@ -18844,18 +19017,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are broad GitHub Actions dependency upgrades, but they target different action families and different upgrade goals. PR 42975 is about bumping core GitHub actions for Node 24 compatibility; PR 42976 is a separate bump of docker/build-push-action to newer versions. They overlap in workflow files, but not in underlying change.", - "confidence": 0.94, + "summary": "Both PRs are workflow dependency bumps, but they target different GitHub Actions families: one updates core workflow actions for Node 24 compatibility, the other updates Docker build actions and related workflow deps. They overlap in theme, not in the same concrete fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical choice because it has the broader, more clearly stated platform-compatibility goal and touches the larger set of workflow action upgrades.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it clearly frames the broader workflow-action compatibility upgrade and touches the most central shared actions across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall PR candidate since its title and diff indicate a more general dependency compatibility sweep, whereas PR 42976 is narrower and focused only on docker/build-push-action version bumps.", + "best_pr_reason": "PR 42975 is the best cluster representative: it is broader, more clearly scoped as a platform compatibility update, and better captures the overall maintenance theme of the group.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: one upgrades general GitHub actions for Node 24 compatibility, the other upgrades docker/build-push-action. Shared workflow files are not enough to treat these as the same PR." + "reason": "Do not merge: these are different action-version upgrade changes. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; 42976 updates docker/build-push-action and a different set of workflow actions. Same maintenance theme, but not the same underlying bug/change or a single plausible merged PR." } ] }, @@ -18869,7 +19042,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18892,12 +19065,12 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "95da5c10a8f1b328d1639b6049fad7f0d150d68786919e81c08bf74bcccf65f3", + "prepared_review_unit_hash": "83e378f79b9549401963c5f84252f03ab1f3c80f4bfb649863698cec3b2fa7e3", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14182, + "serialized_chars": 14183, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18905,7 +19078,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14182, + "serialized_chars": 14183, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18914,48 +19087,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-addition PRs with superficial overlap in docs/auto-registration, not duplicates or mergeable fixes. The shared files are boilerplate for adding new models, while the actual model families, configs, processors, and tests are distinct.", + "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, and CTSM). They share generic Transformers plumbing like docs, auto mappings, and registration, but they target different model families and code paths, so none of the soft similarities indicate duplication.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: each PR adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM) with its own implementation and test surface, so none is a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: these are distinct feature PRs for different models, not alternative fixes for the same change.", "best_issue_reason": null, - "best_pr_reason": "If one PR must be picked as the most representative standalone addition, PR 43451 (Molmo2) has the broadest implementation and review activity, but it is still not a duplicate of the others.", + "best_pr_reason": "PR #43451 (Molmo2) is the strongest standalone PR in the set, with the broadest implementation footprint and the most review activity, but it still should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are different model families; shared docs/auto files are routine model-registration boilerplate, not the same bug or change." + "reason": "ViT NEPA vs Molmo are unrelated model additions; shared auto/doc files are generic integration work, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 add unrelated architectures with separate model code and tests; overlap is only in generic integration files." + "reason": "ViT NEPA and Molmo2 add different models with different configs, processors, and tests; they do not fix or implement the same code path." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "CTSM is a different time-series model addition from ViT NEPA, with no shared code-path problem beyond generic registry/docs updates." + "reason": "ViT NEPA and CTSM are separate model integrations; overlap in Transformers registration files is too broad to indicate duplication." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model generations/families; despite similar naming and shared registration scaffolding, they are not the same concrete change." + "reason": "Molmo and Molmo2 are different model families with distinct modeling/processing stacks, so this is not one change split across PRs." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM target different modalities and code paths; the overlap is only in broad model-registration plumbing." + "reason": "Molmo and CTSM touch common infrastructure but implement different models and unrelated functionality." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions; shared auto/docs edits do not indicate a single underlying fix." + "reason": "Molmo2 and CTSM are independent model-addition PRs; shared auto/model registry edits are incidental, not a duplicate fix." } ] }, @@ -18969,7 +19142,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18988,52 +19161,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "10520d2986de2d2768725c9ea5bcc3998de06d8312a28fd5cefd78ac39dd7ed2", + "prepared_review_unit_hash": "3bd33082194d45a75b29abe8caca050d457dfa7213a29c94b37940abdf4c9526", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a true duplicate set: one Whisper tokenizer/test fix, one unrelated placeholder-style test-only PR, and one broader FP8/dequantization fix. Only the dequant fix looks like a substantive, merge-worthy code change.", - "confidence": 0.93, + "summary": "Three open PRs with weak title similarity but clearly different scopes: one Whisper tokenizer/test fix, one noisy test-only PR, and one broad dequantization/model-loading fix. They do not look like duplicates of the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the strongest canonical PR because it addresses a concrete dequantization/loading path bug across multiple implementation files, with code changes beyond tests.", + "canonical_pr_reason": "PR 44815 is the most substantive and coherent change set: it addresses a concrete FP8/dequant/model-loading path with implementation and test updates. The other PRs are either narrow Whisper-specific or clearly test-noise and not representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the best overall PR candidate: it has the clearest real bug fix, broader code impact, and more complete implementation than the Whisper-only test fix or the test-placeholder PR.", + "best_pr_reason": "PR 44815 is the best representative because it contains the clearest real bug-fix work and has the strongest evidence of an actual code-path change rather than test-only edits.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different subsystems and different intent: Whisper tokenizer decode logic vs CLIP/ViT test files with placeholder failing asserts. They do not look like the same underlying change." + "reason": "Whisper tokenizer decode fix and unrelated test-file edits for CLIP/ViT do not target the same code-path or bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tokenization changes are unrelated to FP8 dequantization, model loading, and Mistral/quantizer code paths." + "reason": "Whisper decode/timestamp behavior is unrelated to the FP8 dequantization/model-loading changes in the other PR." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These are unrelated PRs: one is test-only edits in vision models, the other is a substantive dequantization fix across loading/quantization code." + "reason": "The CLIP/ViT test-only PR is not the same underlying bug/change as the FP8 dequantization fix and should not be merged together." } ] }, @@ -19047,7 +19220,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19070,12 +19243,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "8488918de688b61172cc90e44cfea5358e2d4b53a3eecba29cc8b23ee6237fb9", + "prepared_review_unit_hash": "a7d66037052f414f874b40e1cbec59e79aeb56e29fec35c697e91101760e5a87", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12262, + "serialized_chars": 12263, "estimated_input_tokens": 3066, "estimated_eval_tokens": 6388 }, @@ -19083,7 +19256,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12262, + "serialized_chars": 12263, "estimated_input_tokens": 3066, "estimated_eval_tokens": 6388 }, @@ -19092,42 +19265,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all separate, mostly synthetic/test-only changes with superficial overlap in CI or ViT test files, but no pair looks like the same concrete bug fix or feature change.", - "confidence": 0.95, + "summary": "This cluster is made up of synthetic \"do not merge\" PRs for bot/CI/test validation. None of the pairings look like true duplicates; the only strong similarity (45932 vs 46100) still affects different code paths and should stay separate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46114 is the broadest and most representative of the testing/migration-style PRs, spanning CI wiring and several test files, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": "PR 46114 is the most central and representative synthetic PR in the cluster: it connects to the most other candidates and spans both CI/workflow and test-file changes, making it the best cluster exemplar.", "best_issue_reason": null, - "best_pr_reason": "PR 46114 is the most comprehensive of the set and best captures the shared testing-infra theme, while the others are narrower or clearly unrelated in actual code path.", + "best_pr_reason": "PR 46114 is the best single representative because it is the broadest and most hub-like of the test-migration PRs, while the others are narrower or more isolated.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "Both touch test-related files, but one is a setup/dependency/version-bump PR and the other is a CI/workflow/testing-utils PR; no shared underlying bug or change." + "reason": "They only overlap on ViT test files, but the actual edits are unrelated: setup/version and dependency changes versus OTEL/migration and multi-file test/workflow changes." }, { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "Shared ViT test filename is only superficial; 43488 is about packaging/dependency/version tweaks, while 46114 is a broad test-migration/CI change." + "reason": "Both are synthetic PRs, but one is a repo-bot/setup-format check and the other rewires self-comment CI; they are not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both involve testing infrastructure, but they change different workflows and different supporting files without a single concrete code-path fix in common." + "reason": "Shared test-file presence is too broad; the diffs target different systems and different test paths, so they are not mergeable as one PR." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "45932 is a broad grafana/OTEL plus model/config change set, while 46100 only adds bogus assertions in ViT tests; they do not fix the same issue." + "reason": "Although both are test-oriented synthetic PRs, 45932 changes model/config/CI code across many files while 46100 only adds dummy failing asserts in ViT tests; different concrete changes." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Both touch tests, but 46100 is just a small ViT test mutation and 46114 is a wider migration/CI PR; not the same underlying change." + "reason": "Both touch tests, but 46100 is a focused ViT test-migration stub while 46114 is a broader OTEL/CI PR with many unrelated files; not the same bug or change." } ] }, @@ -19141,7 +19314,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19157,7 +19330,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "04c3e92690bd526b39da7bb7b9531a33f27e062736063ffd047f1fc51ee2720f", + "prepared_review_unit_hash": "70e91ecce859b21daf184e5387207dfd12d7ea36c9f5ff0101f621ac51c9915b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19179,18 +19352,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate feature PRs with similar scaffolding, but they implement different pipelines for different segmentation tasks and model families. They are related in theme, not duplicates.", - "confidence": 0.94, + "summary": "These are related pipeline/documentation PRs in the same area, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share boilerplate files, but the model targets and code paths are distinct, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader/more complete representative of the cluster: it adds a different segmentation pipeline with a larger model/test surface and more accompanying docs updates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best overall representative because it is the more extensive and self-contained feature PR, touching more integration points and tests than #43612.", + "best_pr_reason": "PR 43613 is the broader and more central change: it adds a promptable visual segmentation pipeline with support across multiple segmentation model families. PR 43612 is a separate, narrower concept-segmentation pipeline and should remain distinct.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are different feature additions. One introduces Promptable Concept Segmentation, the other Promptable Visual Segmentation; they rely on different model families and task docs, so they are not the same underlying code change and would not plausibly be merged into one PR." + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/tests/registration files are boilerplate for new pipelines, not evidence of duplication." } ] }, @@ -19204,7 +19377,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19220,7 +19393,7 @@ "soft_pairs": [ "pull_request:43649|pull_request:46301" ], - "prepared_review_unit_hash": "7d8d54fc6f02a9aadf0704324815a688ff4b7e957c42da7f04ca4b57743fcc57", + "prepared_review_unit_hash": "ea27c52ac3f15d8047354eae110466b0dac03d009991b432fc1c93f3c4d3bc60", "component_budget": { "node_count": 2, "item_count": 2, @@ -19242,18 +19415,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests, but they are unrelated: PR 43649 is a workflow/test-reporting cleanup, while PR 46301 is a contrived failing-test/check change touching CircleCI and test files. They share one test filename but not the same underlying fix or code path.", - "confidence": 0.94, + "summary": "Two open PRs in a loose testing/CI cluster: one is a failure-reporting workflow change, the other is a CircleCI/test-marker experiment with injected failing tests. They overlap only superficially on testing files, not on the same code-path change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43649 is the better canonical PR because it has a real, coherent change set across workflow and test-reporting utilities; PR 46301 appears to be a throwaway or synthetic check change and is not a plausible canonical duplicate target.", + "canonical_pr_reason": "PR 43649 is the clearer canonical PR because it has a specific, coherent CI/failure-reporting change set across workflows and utilities, while PR 46301 is a smaller, more ad hoc test-marker tweak with injected failures.", "best_issue_reason": null, - "best_pr_reason": "PR 43649 is the strongest standalone PR for clustering purposes: it has a meaningful title, broader supporting diffs, and looks like an actual maintenance/fix change rather than an artificial test edit.", + "best_pr_reason": "PR 43649 is the best representative of the cluster since it has the most substantive and well-scoped change and the strongest title/body signal about the intended behavior change.", "soft_edge_verdicts": [ { "left": "pull_request:43649", "right": "pull_request:46301", "accept": false, - "reason": "Do not merge: the overlap is only a shared test file and soft similarity. The PRs address different things\u2014workflow/reporting changes versus adding failing assertions and CircleCI marker changes\u2014so they are not the same underlying bug or change." + "reason": "They do not appear to fix the same concrete bug or implement the same change; the shared ViT test file is incidental, and one PR is about failure reporting workflow while the other is about CircleCI test selection/marker behavior with test injections." } ] }, @@ -19267,7 +19440,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19283,7 +19456,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6560658bed94de378464aba776caeaaf4bdc7d885624fc2a35507ebc90966845", + "prepared_review_unit_hash": "7f4b622a7d77ca95c141309ce4196faff3180b7fcda14e30d738a5e96d787a1f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19305,8 +19478,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same trainer file but implement different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column inspection for custom trainers. They are not the same underlying change.", - "confidence": 0.96, + "summary": "The two PRs are both in `trainer.py` but target different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19316,7 +19489,7 @@ "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behavior: 43651 adds _loss_is_scaled_for_ga for loss scaling during training_step, while 43663 adds _get_signature_columns for dataloader column filtering. They are related to trainer extensibility but not the same bug or mergeable change." + "reason": "Different code paths and goals: `_loss_is_scaled_for_ga` affects training loss normalization, while `_get_signature_columns` affects dataset column filtering/signature inspection. Shared file alone is not enough to treat them as the same PR." } ] }, @@ -19330,7 +19503,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19346,7 +19519,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "9f1ea3ad2814ae616e1c91d658e36269895f2dc3f54042fd6f1d5aa2c428457b", + "prepared_review_unit_hash": "f2f6b2c94efd75fa6e8a0bd520f1a810f29d197dc5d0b4d555c893d73ada103e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19368,18 +19541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter-related NameErrors, but they fix different failures: one is a broader forward-reference/annotation cleanup, the other is specifically about pydantic being absent. They should not be merged as duplicates.", - "confidence": 0.89, + "summary": "Two open PRs touch the same CLI server file and both mention TypeAdapter NameError, but they fix different causes: one is a typing/annotation cleanup in serve.py, the other addresses missing-pydantic import handling. Related theme, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the better cluster representative because it is the broader, earlier CLI annotation fix and directly matches the TypeAdapter NameError theme more generally.", + "canonical_pr_reason": "pull_request:43842 is the better anchor: it has an explicit issue target and fixes a concrete runtime NameError when pydantic is not installed, making it the more specific user-facing bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the strongest standalone candidate in this cluster: it addresses the central CLI annotation/runtime typing issue in the file and has the clearer broader fix scope.", + "best_pr_reason": "pull_request:43842 is the strongest standalone PR here because it targets a clearly described failure mode and has the cleanest issue linkage; it is more representative than the broader typing-only fix in 43656.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different concrete bugs: 43656 is a broader forward-reference/type-annotation NameError fix, while 43842 specifically fixes TypeAdapter handling when pydantic is not installed. They touch the same file but not the same underlying change." + "reason": "Same file and similar wording, but different underlying bugs: 43656 changes annotations/future imports in serve.py, while 43842 fixes TypeAdapter resolution when pydantic is missing. They could both be valid and are not one mergeable change." } ] }, @@ -19393,7 +19566,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19459,7 +19632,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19542,7 +19715,7 @@ "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", - "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -19571,130 +19744,130 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "28ca9aec6f3e183c7b987e979606e2b917a0e82ed41cd6e54a8e99d75ee3bc0f", + "prepared_review_unit_hash": "e4eb7275b60a2b05d56d57a10f73f3dcf47f552f0e02ddba7ab518333f482561", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84885, - "estimated_input_tokens": 21222, - "estimated_eval_tokens": 42700 + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75084, - "estimated_input_tokens": 18771, - "estimated_eval_tokens": 37798 + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a broad theme cluster of model-specific output-tracing refactors, not one single duplicate set. Most cross-model pairs should stay separate; only the GPT-Neo and GPT-J variants look like true duplicates/supersets of the same concrete refactor work.", - "confidence": 0.82, + "summary": "This cluster is mostly model-by-model refactors to the standardized output-tracing/decorator interface, all pointing at issue #43979. Only a few pairs are true duplicates: the repeated GPT-Neo PRs and the repeated GPT-J PRs. Most other pairs share the same meta-issue but change different model code paths, so they should stay separate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue node is present; 44722 is the best representative PR because it is the clearest, later GPT-J/CodeGen output-tracing refactor and appears to subsume the narrower GPT-J-only variants.", + "canonical_pr_reason": "PR #44722 is the best canonical PR: it is the broadest and most consolidated output-tracing refactor in the cluster, directly targets the shared issue (#43979), and overlaps the same GPT-J/CodeGen code paths as the earlier GPT-J PRs.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest single PR candidate in the cluster: it targets the same standardized output-tracing change, has explicit issue linkage, and covers the most complete overlapping code path among the GPT-J family PRs.", + "best_pr_reason": "PR #44722 is the best representative of the cluster because it most clearly captures the intended standardized output-tracing change with the least ambiguity and the strongest overlap with the duplicate GPT-J work.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same tracking theme only." + "reason": "Different model families and code paths; same issue target alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated model implementations." + "reason": "Different model code paths; these are separate output-tracing refactors." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file; one PR is effectively a subset/superset of the other." + "reason": "Both touch the same GPT-J output-tracing refactor; 44066 is just broader by also including CodeGen." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet are separate model code paths." + "reason": "Different models and implementations; not the same underlying fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families; only the refactor theme is shared." + "reason": "EfficientNet is a different model/code path from GPT-J/CodeGen." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." + "reason": "Different model families; only the shared issue tag matches." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model paths." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Same broad output-tracing theme, but different models and different concrete code paths." + "reason": "GPT-J/CodeGen versus MGP-STR; same tracing theme but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; not the same underlying change." + "reason": "GPT-J/CodeGen and MPT are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo refactor on the same file/test surface; these look like duplicate or overlapping implementations." + "reason": "Same GPT-Neo file/model and the same decorator-based output-tracing refactor." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different concrete code paths." + "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." + "reason": "Different models; both are output-tracing refactors but not the same fix." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + "reason": "ResNet is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." + "reason": "MGP-STR and GPT-J are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model changes." + "reason": "ResNet and GPT-J are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different implementations." + "reason": "GPT-Neo and ResNet are separate model refactors." }, { "left": "pull_request:44019", @@ -19706,193 +19879,217 @@ "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model refactors." + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo and Flaubert/XLM are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different underlying model code." + "reason": "GPT-Neo and GPT-J/CodeGen are different model changes." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44018", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same code path." + "reason": "GPT2 and MGP-STR are unrelated concrete changes." }, { - "left": "pull_request:44068", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "GPT-J and MGP-STR are different model refactors." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model implementations." + "reason": "ViLT and Flaubert/XLM are different code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT2 and MGP-STR are different concrete refactors." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "GPT2 and GPT-J/CodeGen are separate output-tracing refactors." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "ViLT and Flaubert/XLM are different models; no shared underlying bug." + "reason": "GPT-Neo and MPT are different models." }, { - "left": "pull_request:44059", + "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate implementations." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." + "reason": "SegFormer and LongT5 are different concrete implementations." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44073", "accept": false, - "reason": "Segformer and LongT5 are separate model refactors." + "reason": "SegFormer and VisualBERT are separate model code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and ImageGPT are unrelated implementations." + "reason": "MPNet and Flaubert/XLM are different model refactors." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "RegNet and SegFormer are unrelated concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated refactors." + "reason": "SqueezeBERT and MPT are different model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are unrelated model implementations." + "reason": "SqueezeBERT and VisualBERT are separate implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated code paths." + "reason": "RegNet and LongT5 are different model changes." }, { "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different model implementations." + "reason": "MPNet and LongT5 are unrelated concrete refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different implementations." }, { "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated code paths." + "reason": "VisualBERT and LongT5 are unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBERT are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and MPNet are different models; not the same bug/change." + "reason": "FNet/CVT and SegFormer are different model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated model refactors." + "reason": "SqueezeBERT and DeBERTaV2 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are separate model code paths." + "reason": "DeBERTaV2 and TextNet are different model changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing change on overlapping files; 44722 looks like the same refactor family." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is effectively the later duplicate consolidation." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same core file; they look like overlapping versions of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same file and same underlying change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated concrete code paths." + "reason": "GPT-J and SpeechT5 are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." + "reason": "Different model families; same issue target alone does not make them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model implementations." + "reason": "FNet/CVT and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different concrete code paths." + "reason": "DeBERTaV2 and SpeechT5 are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViTS are unrelated model refactors." + "reason": "DeBERTaV2 and Vits are separate model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: it distinguishes the broad cross-model output-tracing theme from the smaller GPT-Neo and GPT-J overlap set, and the accepted soft edges are limited to pairs with shared files/model families or clear same-surface overlap. I do not see an overclaim that would require rejection." + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The canonical choice of PR #44722 is supported by its explicit #43979 link and its overlap with the GPT-J/CodeGen path. One small caution: not every PR in the cluster has an explicit issue link, so wording like \u201call pointing at issue #43979\u201d is a bit stronger than the item-level evidence, but the overall clustering rationale is still reasonable." }, "evaluator_used": true, "retried": false, @@ -19903,7 +20100,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 33, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19930,70 +20127,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "49cc7cf6c440498378db40ebb8bdccd47c1d312ff4464159632fb197fbc73b4e", + "prepared_review_unit_hash": "8633079ef8bc0e8290738b6befa2b994b40cc3b6a5e89e5efe3b29e35563321e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84885, - "estimated_input_tokens": 21222, - "estimated_eval_tokens": 42700 + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17122, - "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 all refactor model-specific output tracing to the new standardized capture_outputs/can_return_tuple pattern, but they touch different model implementations and are not duplicates of the same underlying fix.", - "confidence": 0.93, + "summary": "This cluster is a set of similar but model-specific PRs to migrate various architectures to standardized output tracing/capture. They share theme and vocabulary, but each touches a different concrete code path, so they should not be deduplicated as the same change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest single representative because it has an explicit issue target, a focused output-tracing refactor, and clear motivation for the SpeechT5 code path.", + "canonical_pr_reason": "PR 44129 is the most anchored candidate because it is tied to an explicit issue and shows a concrete, nontrivial output-tracing refactor in one model.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best standalone PR candidate: it is tightly scoped, explicitly linked to issue 43979, and appears more directly tied to a concrete model behavior change than the others.", + "best_pr_reason": "PR 44129 is the strongest representative for this cluster because it has an explicit tracking issue and a clear, self-contained implementation change rather than only a naming-level refactor.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different code paths; they are not the same bug or mergeable into one PR." + "reason": "Both are output-tracing migrations, but they target different models and different implementation details; this is a shared refactor pattern, not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; this is the same refactor pattern, not the same underlying change." + "reason": "VisualBert and TextNet are separate model code paths with separate decorator conversions, so they are not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model-specific output-capture migrations, so they should not be merged as duplicates." + "reason": "MPNet and VisualBert are unrelated model implementations; the similarity is only the standardized output-tracing refactor pattern." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These touch different model files and different forward/output plumbing; shared theme alone is insufficient for duplication." + "reason": "These PRs touch different models and different forward paths, so they should not be merged as one duplicate change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct model refactors with no evidence of the same concrete bug or code path." + "reason": "RegNet and SqueezeBert each migrate a different model to capture outputs; they are not the same code-path fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both adopt standardized output capture, but for different model stacks (SqueezeBert vs SpeechT5) and different implementation details." + "reason": "Both concern output tracing, but SqueezeBert and SpeechT5 have distinct forward logic and the SpeechT5 change includes additional API adjustments, so they are not one mergeable fix." } ] }, @@ -20007,7 +20204,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20072,268 +20269,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "784890f85b6c2ad9b0080c576b60d7bddb6b77fe07e531cb874b601d0ee96759", + "prepared_review_unit_hash": "b035303685775dd318453762ec3cf0e6299984ccbfa8282b894e51ddfdecac87", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39783, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39771, + "estimated_input_tokens": 9943, + "estimated_eval_tokens": 20142 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39783, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39771, + "estimated_input_tokens": 9943, + "estimated_eval_tokens": 20142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad \u201coutput tracing/refactor\u201d theme, but they touch different model families and different concrete code paths, so they should not be merged as duplicates. I reject all soft edges and use the Mamba/FalconMamba PR as the best representative anchor.", - "confidence": 0.91, + "summary": "This cluster is a set of similarly titled but model-specific refactor PRs for output tracing; they share a theme, not a duplicate code change. I would not merge any pair as the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative anchor: it introduces the shared output-capturing plumbing and updates two closely related model files, making it broader and more central than the single-model refactors.", + "canonical_pr_reason": "No single canonical PR emerges: each PR targets a different model or model family, so they are separate changes rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest single exemplar of this cluster because it changes the core output-tracing machinery rather than only a model-specific wrapper.", + "best_pr_reason": "PR 44003 is the best representative of the cluster because it is a broader, more concrete refactor across related Mamba files, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same high-level refactor theme, but timm_backbone and upernet are unrelated model paths and this is not one concrete fix." + "reason": "Different model codepaths (`timm_backbone` vs `upernet`); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they target different architectures and code paths, so they are not the same change." + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and implementations; shared wording about output tracing is too broad to treat as a duplicate." + "reason": "Different model families (`timm_backbone` vs `univnet`); only a generic output-tracing refactor matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone and Mamba/FalconMamba are separate subsystems with different implementation changes." + "reason": "Different architectures and files; not one concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated codepaths despite similar decorator/capture changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; both mention tracing but do not fix the same underlying bug or behavior." + "reason": "Unrelated models (`timm_backbone` vs `rwkv`); same pattern, not same PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; these are parallel refactors, not one mergeable fix." + "reason": "`mobilenet_v1` and `univnet` are separate model implementations; not mergeable as one fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems and different forward/output handling changes." + "reason": "Different targets (`mobilenet_v1` vs `upernet`); shared refactor style is insufficient." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are distinct model families with separate refactor scopes." + "reason": "Different model families (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`); not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "No shared concrete bug/change; only a generic output-tracing theme." + "reason": "Different codepaths (`mobilenet_v1` vs `vision_encoder_decoder`); only output-tracing cleanup is common." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Speech encoder-decoder and MobileNetV1 have different code paths and refactor mechanics." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated model files." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated implementations despite similar output API cleanup." + "reason": "Different multimodal/audio models; same refactor motif, not a duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and different forward signatures; not the same underlying change." + "reason": "`vision_text_dual_encoder` and `upernet` touch different execution paths." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These are separate architecture-specific refactors, not a single shared fix." + "reason": "`vision_text_dual_encoder` and `mamba`/`falcon_mamba` are distinct subsystems." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different models and different forward paths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different output-tracing approaches." + "reason": "Different tasks and files (`vision_text_dual_encoder` vs `depth_anything`); not one change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths; similar cleanup theme only." + "reason": "`univnet` and `upernet` are unrelated models; same refactor category only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and separate implementation details; not mergeable as one PR." + "reason": "Different architectures (`univnet` vs `mamba`); not the same concrete bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate model codepaths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth Anything and UnivNet are distinct model changes, not the same bug or feature." + "reason": "`univnet` and `depth_anything` are unrelated model families." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba/FalconMamba are unrelated subsystems with different output-handling changes." + "reason": "`upernet` and `mamba`/`falcon_mamba` are different implementations and fixes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and different code paths; only the broad refactor theme matches." + "reason": "Different targets (`upernet` vs `codegen`); not plausibly one merged PR." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are refactors, but Mamba/FalconMamba output tracing and CodeGen output tracing are separate concrete changes." + "reason": "`mamba`/`falcon_mamba` and `codegen` are distinct codepaths with different output-shape changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated implementations; not the same underlying fix." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet and CodeGen are different model paths with different output semantics." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "No shared concrete bug/change beyond generic refactoring." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated code paths." + "reason": "Different models (`timm_backbone` vs `codegen`); same refactor theme is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are distinct model families; these are separate refactors." + "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated; they only share a tracing refactor style." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different tasks and implementations, so this is not one duplicate change." + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated models with different output behavior." + "reason": "`depth_anything` and `superpoint` are separate vision models with different forward paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; same generic refactor theme only." + "reason": "`depth_anything` and `rwkv` are unrelated subsystems." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR do not share the same concrete fix." + "reason": "`depth_anything` and `dpr` are different model implementations; not a single change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrapper models, not duplicates." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different encoder-decoder stacks and different refactor scopes." + "reason": "`vision_encoder_decoder` and `superpoint` affect different codepaths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are not the same underlying change." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and separate code paths." + "reason": "`vision_encoder_decoder` and `dpr` are different model families and changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model codepaths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; only a shared refactoring motif." + "reason": "`speech_encoder_decoder` and `rwkv` are different subsystems." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder vs DPR are separate implementations and fixes." + "reason": "`speech_encoder_decoder` and `dpr` are separate models; same output-tracing idea is not enough." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV do not address the same concrete bug or behavior." + "reason": "`superpoint` and `rwkv` are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different subsystems with no shared concrete change." + "reason": "`superpoint` and `dpr` do not share the same concrete fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families; not a duplicate PR pair." + "reason": "`rwkv` and `dpr` are different model families with different output mechanics." } ] }, @@ -20347,7 +20544,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20363,7 +20560,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d05354e913f0f1f2bf32510a8ddc3d778b6e1e7e0ec1056fa33a139c1231a996", + "prepared_review_unit_hash": "a98a38a85d4838b6e2fbf8bcb479c3780ce873f4f5ba9103f5a7e4f047090dae", "component_budget": { "node_count": 2, "item_count": 2, @@ -20385,18 +20582,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is not a duplicate: one PR adds PenguinVL, the other adds Voxtral TTS. Shared auto-registration/docs files are just standard model-integration plumbing.", + "summary": "The two pull requests are unrelated feature additions: one implements PenguinVL, the other adds Voxtral TTS support. Their overlap is limited to shared Transformers boilerplate (auto-registry/docs paths), not the same code-path change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44662 is the more complete, non-draft implementation and has far more review activity; 45401 is a separate model addition.", + "canonical_pr_reason": "No duplicate PR relationship here; if a single representative is needed, 44662 is the broader, more mature implementation with substantial review activity, while 45401 is a separate TTS feature tied to a different model.", "best_issue_reason": null, - "best_pr_reason": "44662 is the strongest PR candidate overall because it is a mature PenguinVL implementation with broader coverage and more discussion, whereas 45401 is a draft for a different model.", + "best_pr_reason": "44662 is the better standalone representative of the cluster because it is a full model implementation rather than a narrower draft add-on; 45401 is distinct and should not be grouped with it.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different feature targets (PenguinVL vs Voxtral TTS); shared docs/auto files are generic registration changes, not the same underlying fix." + "reason": "Different underlying features and model families (PenguinVL vs Voxtral TTS). Shared files are only generic registration/docs scaffolding, which is not enough to treat them as the same change." } ] }, @@ -20410,7 +20607,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20430,12 +20627,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "8f138d8c2e360c70cef7a089d1496f328393f49b376cc69ea7909a8d0bfe0c45", + "prepared_review_unit_hash": "8cc5ec45e2560985320e7cae60cf3ed0a03ebfc689ebba90f7d5497644ef2451", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20443,7 +20640,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20452,47 +20649,44 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form a related kernel-fusion feature lineage around `KernelConfig`, but only the later n-to-1 fusion PRs look close enough to duplicate; the initial Module Fusion API is a separate foundation PR.", - "confidence": 0.71, + "summary": "These PRs form a related feature line around module/kernel fusion and `KernelConfig`, but they read more like successive iterations than exact duplicates. The closest overlap is between the later n-to-1 kernel-fusion PRs; the module-fusion API PR is a separate abstraction.", + "confidence": 0.63, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46339 is the most complete and latest representative of the n-to-1 kernel fusion work, with the broadest scope across core loading, hub kernel integration, model loading, and tests.", + "canonical_pr_reason": "PR 46339 is the best representative because it is the latest and broadest kernel-fusion `KernelConfig` iteration, with the main loading/integration files and tests touched in a consolidated way.", "best_issue_reason": null, - "best_pr_reason": "PR #46339 best represents the cluster because it is the most recent and comprehensive kernel-fusion change set, and its scope subsumes the earlier n-to-1 fusion follow-ups.", + "best_pr_reason": "PR 46339 is the strongest single representative of the cluster: it captures the evolved `KernelConfig` n-to-1 fusion path and the surrounding refactors, making it the clearest summary of the feature family.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "`Module Fusion API` is a separate foundational API/file addition, while #45363 implements n-to-1 kernel fusion via `KernelConfig`; related, but not the same underlying change." + "reason": "Related feature area, but not the same change: 44979 introduces a generic module-fusion API, while 45363 implements `KernelConfig`-driven n-to-1 kernel fusion. Different abstraction levels and code paths." }, { "left": "pull_request:45363", "right": "pull_request:46339", - "accept": true, - "reason": "Both target the same concrete `KernelConfig`-based n-to-1 kernel fusion path and touch overlapping loading/integration code, with #46339 reading as an extension/simplification of the same feature." + "accept": false, + "reason": "Very similar feature theme, but 46339 is a later extension/simplification rather than the same concrete patch. This looks like follow-up evolution, not a duplicate change set." }, { "left": "pull_request:45666", "right": "pull_request:46339", - "accept": true, - "reason": "These PRs overlap on the same kernel-fusion implementation path and shared files (`hub_kernels.py`, `modeling_utils.py`, tests); #46339 appears to be a follow-on refinement of the same feature rather than a different change." + "accept": false, + "reason": "Both target `KernelConfig`-based kernel fusion, but 46339 appears to add broader cleanup/refactoring on top of the earlier extension. Related, but not clearly one mergeable duplicate PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 44979 is a separate foundational Module Fusion API, while 45363/45666/46339 are all n-to-1 KernelConfig-based fusion PRs with overlapping files and feature scope. The soft-edge rejections/acceptances are conservative enough, and the choice of 46339 as the latest broad representative is supported by its filenames and title." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 19, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20508,12 +20702,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "aced987ba25db892765155d33c0571054eb890ed14ac1654e779dfc15b267b96", + "prepared_review_unit_hash": "5f9dd7648d137194ef7ba00507b7e6a3514d838abd0531b9495586cd6b22937b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -20521,7 +20715,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -20530,18 +20724,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex patch bug in the same code path and target the same issue; 45317 is the more complete version because it adds tests in addition to the code fix.", - "confidence": 0.97, + "summary": "Both PRs address the same Mistral regex AttributeError in the same code path, with essentially the same fix; 45317 is the more complete change because it adds tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the strongest representative: it applies the same fix as 45086 in the same file, adds test coverage, and has the fuller discussion/update trail.", + "canonical_pr_reason": "pull_request:45317 is the more complete representative of the fix: it implements the same code-path correction as 45086 and also adds test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 best captures the cluster because it addresses the exact AttributeError bug with the same code change and includes regression tests, making it the most merge-ready artifact.", + "best_pr_reason": "pull_request:45317 is the best PR to represent the cluster because it contains the same core patch plus test coverage, making it the cleaner standalone fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file, same explicit issue target, and the second PR is essentially the same fix plus tests; these look mergeable into one PR." + "reason": "Same explicit issue target, same file, and the diff shows the same underlying AttributeError fix in _patch_mistral_regex; the second PR is just a fuller version with tests." } ] }, @@ -20555,7 +20749,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20571,7 +20765,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "b6ac7884d38c29d56fe4be76fe80e3bd13e135054cfbee9046059681bd6f1952", + "prepared_review_unit_hash": "d4b3223c9cf786466e12be302d78c72bb58a432de69dc77e33644687677f8787", "component_budget": { "node_count": 2, "item_count": 2, @@ -20593,18 +20787,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH-related PRs, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid and updates conversion mapping, while the other splits/introduces NemotronH dense and sparse variants with docs, auto-mapping, and tests. They are related but not duplicates.", - "confidence": 0.91, + "summary": "These are related NemotronH PRs, but they are not duplicates: one is a targeted conversion/mapping refactor, the other is a broader model split and documentation/update PR. The shared files reflect the same subsystem, not the same concrete change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45569 is the broader, more central NemotronH-family change, covering the new dense/sparse model split and associated registration/docs updates.", + "canonical_pr_reason": "If choosing a single PR representative, #45569 is the better canonical PR because it is the broader, more complete NemotronH architecture update and subsumes the user-facing model split work. #45115 is narrower and focused on conversion-key renaming and registration adjustments.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45569 is the best representative because it makes the larger functional/model-structure change and subsumes most of the user-facing NemotronH work.", + "best_pr_reason": "#45569 is the best representative of the cluster because it captures the larger end-state of the NemotronH refactor and includes the new dense/sparse model variants and docs. #45115 is too specialized to serve as the cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different underlying changes: 45115 is a refactor/conversion-mapping update to inherit GraniteMoeHybrid, while 45569 adds distinct dense/sparse model variants, docs, auto mappings, and tests. They are related by subsystem but not the same concrete fix and would not plausibly merge into one duplicate PR." + "reason": "Do not merge: #45115 is about checkpoint conversion/mapping renames and model registration, while #45569 introduces the NemotronH dense/sparse model split plus docs/tests. They touch overlapping files but fix different changes in the same area, not the same underlying PR-sized change." } ] }, @@ -20618,7 +20812,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20634,12 +20828,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "2f62fea8c5e4facf0ed267ff5b39842a3b74f5788cd3e115599f5adff1407c7f", + "prepared_review_unit_hash": "8401de4b1926164d2fa7194c21b62f5b3c181eb6c5bd4e577a95873287104739", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20647,7 +20841,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20656,18 +20850,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: PR 45333 adds the heterogeneous config layer, while PR 45332 builds on that with model/cache-side per-layer behavior. They target the same feature area but different concrete changes.", - "confidence": 0.88, + "summary": "Two related but distinct PRs in the new heterogeneous-config feature area: one adds per-layer config plumbing, the other extends model/cache behavior to use it. They overlap in shared heterogeneity modules but are not the same change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella PR and includes the downstream modeling/cache changes, so it is the best single representative of the feature work.", + "canonical_pr_reason": "45332 is the broader, more representative PR because it implements the end-to-end heterogeneous model behavior; 45333 is narrower config infrastructure that supports it.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best overall PR because it covers the more complete end-to-end heterogeneous model support, not just configuration plumbing.", + "best_pr_reason": "45332 is the strongest standalone representative for the cluster since it reaches the actual modeling/cache code paths and includes the broader feature work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change: 45333 adds per-layer config support, while 45332 adds model/cache behavior on top of it. They are complementary rather than duplicate fixes." + "reason": "Reject: these are adjacent feature PRs, not duplicates. 45333 adds per-layer config support, while 45332 builds heterogeneous model/cache behavior on top of that; they target different layers of the implementation and could land separately." } ] }, @@ -20681,7 +20875,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20697,7 +20891,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "79cc6056add677d5cca18f54411984f5938077aa6c295802795e17cd7456e01f", + "prepared_review_unit_hash": "c886604ac81a5aa785732e61ecf897a8d5eac136b1d8eb0e8c3890caf89dac3f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20719,18 +20913,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about typing work in Transformers, but they address different changes: PR 45415 adds broad type-checking suppression/cleanup across many files, while PR 45425 introduces typing protocols and aliases used by specific model/PEFT code paths. They are related by theme, not the same underlying change.", - "confidence": 0.94, + "summary": "Two open PRs both touch typing-related code, but they are different changes: one is a broad type-checking sweep across many files, the other adds/shared typing protocols and related utility annotations.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing-infrastructure change centered on _typing.py and a few related call sites; 45415 is a broader multi-file type-checking pass with ignore-rule churn.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrower, coherent purpose and is easier to anchor the typing theme than the large repository-wide type-checking sweep in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related scope is too broad; 45415 is a repo-wide type-checking cleanup, while 45425 adds specific protocol/type-alias support for modeling_utils/peft. They do not fix the same concrete code-path problem and would not plausibly be merged as one PR." + "reason": "Both are about typing, but they are not the same underlying fix or change. 45415 is a broad add/type-check cleanup across many transformers files plus pyproject ignore adjustments, while 45425 adds new typing aliases/protocols in _typing.py and updates a few model utilities. They would not plausibly be merged as one PR." } ] }, @@ -20744,7 +20938,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20760,12 +20954,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "119e5e53f2c7bad4831b7fdae5d1c2c4dd19caadb264a6ee220d6261ac88237c", + "prepared_review_unit_hash": "eb4e05088fb66f6e6370b48d6dae47cccb077390664a92aa0c844ce46e031fc2", "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 }, @@ -20773,7 +20967,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20782,18 +20976,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pull requests fixing cache/sequence-length behavior in different model families and code paths, not a duplicate pair.", - "confidence": 0.95, + "summary": "Two open PRs about cached forward paths, but they address different model families and different bugs: one is a Qwen/Olmo GDN linear-attention multi-token cache fix, the other is a Mamba2 use_cache seq_len>1 fix. They are not duplicates or the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the cleaner representative: it has a single-model focus, a specific explicit issue target, and a narrowly scoped fix for `use_cache` with `seq_len > 1` in Mamba2.", + "canonical_pr_reason": "PR #46084 is the better representative because it has an explicit issue target and a narrowly described concrete bug in a single model family.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the best single PR to represent the cluster because it is the most concrete, self-contained bug fix; PR 45513 is broader and touches multiple Qwen/Olmo model implementations.", + "best_pr_reason": "PR #46084 is the strongest standalone PR in the cluster: explicit linked issue, focused scope, and a clear code-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different architectures and different bugs: 45513 fixes multi-token cached forward in Qwen3.5/Olmo hybrid linear attention, while 46084 fixes Mamba2 cache handling when `seq_len > 1`. They do not look like the same underlying change and would not plausibly be merged into one PR." + "reason": "Different model families and distinct cache bugs; the Qwen/Olmo PR fixes multi-token cached linear attention, while the Mamba2 PR fixes use_cache behavior for seq_len > 1. Not the same underlying change and not mergeable into one PR." } ] }, @@ -20807,7 +21001,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20823,12 +21017,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "2745d7902dda83b26607ed900b804128c224a1698b6f4ad0250331c759689ddb", + "prepared_review_unit_hash": "09ecbed08c66004b3307c531b710586d5540cd608e79f56285e799ebabe415fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20836,7 +21030,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20845,18 +21039,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs relate to expert parallelism, but they fix different bugs and different code paths: #45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 targets EP + FSDP2 experts being overwritten by rank-0 broadcast. They should not be merged as duplicates.", - "confidence": 0.96, + "summary": "Two PRs share the EP/loading theme, but they address different concrete failures: one is about DeepSpeed ZeRO-3 loading via accelerate launch, the other about FSDP2 rank-0 broadcast overwriting experts. I would not cluster them as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#45662 is the more concrete, self-contained bug fix: it addresses expert parameters being overwritten during distributed loading. #45548 is a separate loading/config serialization change for a different failure mode.", + "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a specific runtime bug with expert parameters being overwritten by rank-0 broadcast, and its diff is focused on the affected loading/sharding path. PR 45548 is a separate, narrower ZeRO-3/accelerate-launch serialization/loading fix.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the stronger representative PR because it has a clear, specific symptom and a focused patch on the affected load path. #45548 is related only at a broad EP level, not the same underlying defect.", + "best_pr_reason": "PR 45662 is the best representative of the cluster because it addresses the more explicit concrete code-path failure and includes the more substantial fix set across loading and MoE/sharding integration.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve EP, but #45548 fixes accelerate/ZeRO-3 loading and config serialization, whereas #45662 fixes FSDP2 rank-0 broadcast overwriting experts. Different bugs and code paths." + "reason": "Both mention expert parallelism, but the bugs are different: 45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization under accelerate launch, while 45662 fixes experts being overwritten by rank-0 broadcast in FSDP2. They are not the same underlying change." } ] }, @@ -20870,7 +21064,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20886,12 +21080,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "20ff59c90f4178dad6fa9c40a8a1a1a8636ebb9c1095bbb5162142020ca8aa72", + "prepared_review_unit_hash": "f9cfb7379d46179fe39fcdc5e74c0d2fefe7dac13a9763113fdb7623747ffcd3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20899,7 +21093,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20908,18 +21102,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem in `testing_utils.py`; 45645 appears to be a superset that also updates CI log collection, so they are close enough to treat as the same fix family.", + "summary": "Both PRs address the same xdist collision problem around captured_info artifacts; #45645 is a superset that includes the core testing_utils fix plus CI log handling, while #45639 is the narrower library/test-only version.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete change set: it includes the xdist-safe `captured_info` fix in `testing_utils.py` plus the CI/workflow adjustments needed to preserve and aggregate the resulting debug logs.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the shared xdist-safe output-file change in `testing_utils.py` and also updates the CI workflow to consume the resulting per-worker artifact files, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it covers the core artifact-collision fix and the downstream CI handling, making it the most comprehensive implementation of the underlying bug.", + "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it directly fixes the same captured_info xdist collision and additionally preserves CI debug-log collection, so it best captures the end-to-end change set.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision bug for `captured_info` artifacts; 45645 contains the same testing_utils change and extends it with related CI log collection, so these could plausibly be merged into one PR." + "reason": "Same underlying bug: xdist collisions for `captured_info` artifacts. The shared `testing_utils.py` fix is effectively the same change, and #45645 plausibly subsumes #45639 by adding the required workflow adjustment." } ] }, @@ -20933,7 +21127,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20949,7 +21143,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "07e010cd2c63c79cb43f6f282484488ba45cb9256766240572e13edd9611d723", + "prepared_review_unit_hash": "10f823d62b8599f0dcf29ae31a9ff23ba9567dbfe0af73b5308eaed2f0ae2479", "component_budget": { "node_count": 2, "item_count": 2, @@ -20971,18 +21165,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs touch unrelated areas: one adds GLM-ASR to AutoModel mappings, while the other adds attn_implementation dispatch support for RecurrentGemma. They are not the same underlying change and should not be merged as duplicates.", + "summary": "The two PRs are not duplicates: one is a small AutoModel registry update for GLM ASR, while the other adds attn_implementation dispatch support for RecurrentGemma with related conversion/test/doc changes.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46320 is the stronger standalone PR: it implements a concrete feature across model code, conversion mapping, docs, and tests. pull_request:45670 is a narrow model-registry tweak and is less representative of the cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:46320 is the best representative PR in this set because it has the broader, more substantive change and clearer technical scope.", + "best_pr_reason": "PR #46320 is the more substantial and self-contained change, with a clear concrete feature scope in model code, conversion mapping, docs, and tests; PR #45670 is a narrow registry tweak.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different models and code paths: GLM-ASR AutoModel registration vs RecurrentGemma attention-implementation dispatch. They do not describe the same bug or change." + "reason": "Different underlying changes and code paths: GLM ASR auto-mapping vs. RecurrentGemma attention-dispatch support. They are not plausibly mergeable into one PR and do not indicate the same bug or feature." } ] }, @@ -20996,7 +21190,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21012,7 +21206,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "c0316303a8a408734a541500555fb7d58a562d8103a5015e5c5d57911e6c67c1", + "prepared_review_unit_hash": "9e2ff78d81e61cac981e77ebc252e0c7ce4e3b5e11a7cc90959960a8856bbdb6", "component_budget": { "node_count": 2, "item_count": 2, @@ -21034,18 +21228,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/modeling-rule pull requests: one implements TRF003 around tuple-return behavior in text/audio model forwards, and the other adds TRF018 for dead do_* flags in image/video processor overrides. They share some model filenames but not the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are two unrelated open linter/modeling-rule PRs. They both touch many Transformer model files and the clustering signal is only broad subsystem overlap; the underlying changes are different.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46259 is the cleaner self-contained rule addition: it adds the TRF018 spec in docs and implements the corresponding modeling-rule changes across image/video processors. PR 45720 is a separate TRF003 partial implementation in a different code path.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46259 is the better representative candidate for this cluster because it is explicit about the rule it adds and appears more self-contained. It is still not a duplicate of 45720.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different code paths: TRF003 adjusts forward signatures/return behavior in model classes, while TRF018 checks consumption of do_* flags in image/video processor overrides. Shared filenames are incidental, not the same fix." + "reason": "Different lint rules and different behavior: TRF003 adjusts return-tuple handling in model forwards, while TRF018 checks dead do_* flags in image/video processor preprocess paths. Shared files are incidental broad-subsurface overlap, not the same fix." } ] }, @@ -21059,7 +21253,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21125,7 +21319,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21144,12 +21338,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "f5bbf5e4d722643a9bdd510472197417c1ad2dd811e232a1893c52bee2d5e6c8", + "prepared_review_unit_hash": "21f39821408c122536dcb04ce6bef411cd494dc4d941712f3ef3c6e50034f7c2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21157,7 +21351,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21166,30 +21360,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are about adding SDPA dispatch support, but they target different model families and distinct model-specific code paths. They read as parallel feature ports, not duplicate fixes or mergeable one-PR equivalents.", - "confidence": 0.91, + "summary": "These are three separate feature PRs adding SDPA attention dispatch support to different model implementations. They are thematically similar, but they target distinct code paths and should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broadest and most complete of the three, covering multiple related model implementations and tests, so it is the best representative of this SDPA-dispatch cluster.", + "canonical_pr_reason": "PR #46196 is the broadest representative of the cluster, spanning multiple model families and including the most extensive implementation/test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 has the widest scope and strongest evidence of a finished implementation, making it the most suitable overall representative among these closely themed PRs.", + "best_pr_reason": "PR #46196 is the best single representative because it covers the widest set of models and is the most comprehensive SDPA-dispatch change in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA-dispatch feature PRs, but one is for CTRL and the other for T5; they modify different model implementations and are not the same concrete code-path change." + "reason": "Both add SDPA support, but CTRL and T5 are separate model code paths with different implementations; this is related work, not the same change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL support and wav2vec2/SeamlessM4T support are separate model-specific ports. Same feature theme, but not a single duplicate bug or a mergeable shared fix." + "reason": "These touch different model families and different attention dispatch paths; the shared theme is too broad to call them duplicates." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is unrelated to the wav2vec2/SeamlessM4T set at the code-path level. They are parallel implementations across different architectures, not duplicates." + "reason": "T5 SDPA dispatch and the wav2vec2/seamless SDPA work target different architectures and files, so they are not the same underlying PR." } ] }, @@ -21203,7 +21397,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21219,12 +21413,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "fc63982e62b1475bad384f3280984a3f8d27f5d28e176671d322f8984aaa5989", + "prepared_review_unit_hash": "2b610b559348e57069583e00a9e9c48a88a5869136ce9fc22a9e8958db2a20e3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21232,7 +21426,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21241,18 +21435,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not the same PR: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed-branch base carrying many unrelated distributed changes. The shared files look like overlap from a branch stack, not a duplicate fix/change.", + "summary": "Two open PRs in the distributed stack, but they are not duplicates: one is a focused EP + Trainer integration, the other is a broad distributed branch base spanning many subsystems. The overlap is thematic and filename-based, not a shared concrete fix.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more focused, self-contained change; #46269 is a broad base branch with many distributed edits and is not a clean representative of a single underlying change.", + "canonical_pr_reason": "PR #46126 is the more specific, concrete change set: EP + Trainer integration on top of DistributedConfig, with a narrow and identifiable scope. PR #46269 is a broad base branch and is not a clean canonical representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative of the cluster because it targets one concrete feature area and is easier to reason about than the large base-branch PR.", + "best_pr_reason": "PR #46126 is the best representative because it targets a single feature path and is easier to evaluate, review, and merge independently. PR #46269 is too broad and mixed to serve as the cluster\u2019s anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the PRs are related through shared distributed code, but they do not appear to fix the same concrete problem or implement the same change. #46269 is a broad base branch, not a duplicate of the narrower EP/Trainer integration PR." + "reason": "Shared distributed filenames do not imply the same underlying change. #46126 is a specific EP/Trainer integration, while #46269 is a large base branch touching many unrelated distributed and model files; they would not plausibly be merged as one PR." } ] }, @@ -21266,7 +21460,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21282,7 +21476,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "0fc89b1c460b694013b4c56581e54fc84f6671c727054fa13a375326386024d6", + "prepared_review_unit_hash": "84ee3313790ed9ffaae4a8d4f1288ce4f38039f99a58d6c4e35fc634ab33a063", "component_budget": { "node_count": 2, "item_count": 2, @@ -21304,18 +21498,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme (removing file-open source reading) but they fix different code paths: one in `import_utils.py` for resolving package resources, the other in `modeling_utils.py` for `inspect.getsource`-based attention-implementation checks. They should not be merged as duplicates.", - "confidence": 0.94, + "summary": "Both PRs replace brittle file-open source inspection with package/introspection-based logic, but they target different code paths and fixes, so they are related rather than duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has the more concrete, narrowly scoped source-reading fix and includes tests; PR 46152 addresses a separate implementation path in a different module.", + "canonical_pr_reason": "PR 46207 is the better representative because it addresses a concrete runtime heuristic in `modeling_utils.py` and includes tests; PR 46152 is a separate helper change in `import_utils.py` for a different source-reading path.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone PR: it targets one specific heuristic in `modeling_utils.py`, has clear behavior change, and is more self-contained than the resource-resolution change in PR 46152.", + "best_pr_reason": "PR 46207 is the strongest standalone PR in this cluster: it has a clear bug-fix scope, touches the exact failing code path, and is backed by tests.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same broad theme, but different modules and different underlying behavior: resource traversal in `import_utils.py` vs source inspection in `modeling_utils.py`. Not the same concrete bug/change." + "reason": "They share the broad theme of avoiding `open()` for source inspection, but they modify different functions/files and solve different concrete paths; they do not look mergeable into one PR as the same underlying bug." } ] }, @@ -21329,7 +21523,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21345,7 +21539,7 @@ "soft_pairs": [ "pull_request:46323|pull_request:46359" ], - "prepared_review_unit_hash": "ecfd7cf4ba1ec7f043b1101f48d249bf5975f1c50bde9b3bc20ea0753fdfec56", + "prepared_review_unit_hash": "511f0a8d23dda643fce952ca15e14d88200c5a5a9ca1a3abf20f812bd8f9fe31", "component_budget": { "node_count": 2, "item_count": 2, @@ -21367,24 +21561,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same slow-tokenizer `convert_tokens_to_ids` regression in `tokenization_python.py` by switching from the property to the cached added-token encoder. PR 46359 is the stronger canonical choice because it includes the same code fix plus a regression test.", + "summary": "Both pull requests address the same slow-tokenizer performance regression in `convert_tokens_to_ids` by switching from `added_tokens_encoder` to the cached `_added_tokens_encoder` in `tokenization_python.py`. PR 46359 is the more complete candidate because it includes the regression test and a clearer explanation.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46359 is the more complete version of the same fix: it makes the identical hot-path change in `src/transformers/tokenization_python.py` and adds a targeted performance regression test.", + "canonical_pr_reason": "PR 46359 is the best canonical PR: it contains the same fix as 46323 plus a targeted performance test, making it the more complete and merge-ready change.", "best_issue_reason": null, - "best_pr_reason": "PR 46359 is best overall because it contains the same underlying bug fix as 46323, but with an added test and a clearer, more specific title.", + "best_pr_reason": "PR 46359 is the strongest representative of this cluster because it fully captures the bug fix and verifies the regression with a dedicated test.", "soft_edge_verdicts": [ { "left": "pull_request:46323", "right": "pull_request:46359", "accept": true, - "reason": "Same concrete code-path fix in `tokenization_python.py` for the added-token lookup performance regression, and the patch could plausibly be merged as one PR; 46359 simply adds coverage." + "reason": "Same underlying performance bug, same code path, same changed file, and both target issue 46315; PR 46359 is essentially a superset of the fix in 46323 with added test coverage." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both PRs target the same issue, touch the same file, and make the same core change, with 46359 additionally adding a regression test. The soft-edge accept is conservative and the pair looks mergeable as one PR for the same bugfix." + "feedback": "The analysis is well grounded in the packet: both PRs change the same code path in `src/transformers/tokenization_python.py` for issue #46315, and PR 46359 is a straightforward superset of PR 46323 because it adds a targeted performance test. The soft-edge verdict is conservative and the pair looks mergeable as a single bugfix PR." }, "evaluator_used": true, "retried": false, @@ -21395,13 +21589,13 @@ { "label": "pull_request", "component_index": 33, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46330-2", "nodes": [ @@ -21454,6 +21648,77 @@ "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46366" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46366" + ], + "prepared_review_unit_hash": "1b2e44466453f765a088440f4287f4b9973e88c0f3bed52c6867fe78c252cb53", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6051, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6051, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated test-only PRs: one for Cohere2 MoE offload/parallelism test sizing, and two separate DeepSeek V4 test changes (quant-cache skip vs XPU backend support). No pair looks like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is canonical for the cluster; the changes target different models and different test failures, so there is no duplicate PR to merge around.", + "best_issue_reason": null, + "best_pr_reason": "No clear global best PR: each PR addresses a distinct test environment or compatibility problem, and none is representative of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Different model families and different failure modes: Cohere2 MoE test sizing/offload tuning vs DeepSeek V4 quant-cache incompatibility. Not the same underlying bug or mergeable into one PR." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46366", + "accept": false, + "reason": "Same file and model, but different code paths and fixes: one skips a quant-cache test, the other changes distributed-worker backend selection to support XPU. These are separate changes, not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null } ] } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 2d4453eefb05937bb56fa330c37226401577d99d..2ab03b55d5070d76adaf7e5dccf5153029d27e2f 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260603t000024z", + "analysis_id": "hybrid-model-20260603t060020z", "archived_artifacts": { - "hybrid": "snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-03T00:09:17Z", + "published_at": "2026-06-03T06:10:12Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260603T000024Z", + "snapshot_id": "20260603T060020Z", "variant": "hybrid" } diff --git a/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.json b/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..afbeff8774028a84a374552a2dc85d9690cccec8 --- /dev/null +++ b/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.json @@ -0,0 +1,2184 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260603T060020Z", + "generated_at": "2026-06-03T06:10:10Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.797, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.831, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 720, + 726 + ], + [ + 1331, + 1337 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46326-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46326.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46326, + "canonical_pr_number": 46330, + "issue_numbers": [ + 46326 + ], + "pr_numbers": [ + 46330, + 46353 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46330, + "right_pr_number": 46353, + "code_similarity": 0.434, + "size_similarity": 0.466, + "file_overlap": 1.0, + "area_overlap": 0.019, + "patch_similarity": 0.229, + "shared_filenames": [ + "src/transformers/tokenization_mistral_common.py", + "tests/test_tokenization_mistral_common.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_mistral_common.py", + "left_ranges": [ + [ + 1185, + 1194 + ] + ], + "right_ranges": [ + [ + 1055, + 1062 + ], + [ + 1173, + 1186 + ] + ] + }, + { + "filename": "tests/test_tokenization_mistral_common.py", + "left_ranges": [ + [ + 919, + 953 + ], + [ + 1393, + 1404 + ] + ], + "right_ranges": [ + [ + 34, + 39 + ], + [ + 901, + 912 + ], + [ + 1325, + 1337 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.494, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.434, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3595, + 3602 + ], + [ + 3819, + 3853 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46315-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46315.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46315, + "canonical_pr_number": 46323, + "issue_numbers": [ + 46315 + ], + "pr_numbers": [ + 46323, + 46359 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46323, + "right_pr_number": 46359, + "code_similarity": 0.515, + "size_similarity": 0.232, + "file_overlap": 0.5, + "area_overlap": 0.846, + "patch_similarity": 0.151, + "shared_filenames": [ + "src/transformers/tokenization_python.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_python.py", + "left_ranges": [ + [ + 687, + 699 + ] + ], + "right_ranges": [ + [ + 687, + 697 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44002-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44002, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46315-3", + "canonical_pr_number": 46323, + "duplicate_pr_numbers": [ + 46359 + ], + "target_issue_number": 46315, + "reason": "PRs in cluster-46315-3 are treated as duplicates because they converge on issue #46315 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46326-3", + "canonical_pr_number": 46330, + "duplicate_pr_numbers": [ + 46353 + ], + "target_issue_number": 46326, + "reason": "PRs in cluster-46326-3 are treated as duplicates because they converge on issue #46326 with closing_reference evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 13 discussion comments plus 8 inbound references.", + "score": 164.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..6096edec34e093c45aff575546b569642aabb1a4 --- /dev/null +++ b/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,21724 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260603T060020Z", + "generated_at": "2026-06-03T06:10:10Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "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:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45823|issue:46294", + "issue:45237|issue:45901" + ], + "prepared_review_unit_hash": "45a40be025093c267d12c26ca0333e86b7828702a4204ee1cec68c1c00c4f6a8", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 67, + "serialized_chars": 47821, + "estimated_input_tokens": 11956, + "estimated_eval_tokens": 24168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly over-broad and mixes unrelated bugs across models, docs, and backends. The only clear duplicate set is the DeepSpeed ZeRO-3 \"index 0 out of bounds\" family around model loading/init; most other pairs are just broad thematic similarity and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43638 is the clearest representative of the ZeRO-3 index-out-of-bounds family: it gives a concrete non-pretrained BertModel reproduction, matches the exact error shape, and overlaps tightly with the other Bert/ZeRO-3 reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the best global issue anchor because it is the most specific and broadly phrased report for the only real duplicate set in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 problems: missing config attribute vs streaming chat/completions inference failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs: GPT-OSS AMD GPU failure vs MPS histogram op not implemented for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/backend and different error: Mistral-3 dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model and failure mode; only shares a broad GPU/backend theme." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete bug: AMD GPU runtime issue vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and errors; not the same underlying change or bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 config failure are distinct issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different bug surfaces: export-time ONNX issue vs auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they mention different removed features and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import error are separate problems." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is unrelated to resume/trust-remote-code behavior." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different model paths and different errors: mask shape mismatch vs PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-like, but one is ZeRO-3 BERT init and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT index error is unrelated to local model resume/trust-remote-code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same generic IndexError wording, but different code paths and root causes." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same bug as Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/backend issue: shape mismatch vs GPT-OSS MoE TP support." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training-resume/remote-code issues are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT init error does not match the resume/trust-remote-code problem." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to training resume." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but collective mismatch and ZeRO-3 index-out-of-bounds are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds bug on BERT initialization/loading; these look like duplicates." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different failures: token detokenization regression vs LoRA merge/save/load inconsistency." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime and LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing recomputation error and mask shape mismatch are not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the weight-dimension error and collective mismatch are distinct problems." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class name, but CPU-offload incompatibility and uninitialized-memory-after-materialization are different concrete failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch and CustomTrainer extra-argument error are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config mismatch in vLLM and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same family (Gemma4), but device-mismatch and reverse-embedding lookup are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi autocast dtype mismatch and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo tracing error and Mistral-3 preprocessor dtype mismatch are different problems." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures with no shared code-path." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend bugs: dtype mismatch vs MPS histogram op unsupported." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is not the same as GPT-OSS TP support." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Distinct Qwen model bugs with different repro paths." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different errors." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern during model loading/init; Gemma3 and BERT look like the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they target different removed APIs and should not be merged." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL training bug and MPS op support error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy and Phi autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation and GenerationMixin import error are separate bugs." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and tensor-mask shape mismatch are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1 compatibility and USE_DISTRIBUTED=0 breakage are different versioning issues." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure and distributed-disabled torch support are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure class; both point to empty/invalid tensor access during init or loading." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config attribute mismatch and Qwen3 cuda assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs issue and run-command docs issue are different doc regressions." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure and distributed-disabled support regression are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen3.5 video feature/token mismatch are different bugs." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate links are the exact DeepSpeed ZeRO-3 index-out-of-bounds family, and the rest are rejected with model/error-specific distinctions rather than broad thematic similarity. The summary does not overclaim beyond the available titles/body signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "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:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "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:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:45020|issue:46304", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "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:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43716|issue:46294", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43541|issue:44589", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "23f6217270fb54f08b510d6e1e00ad3f967dbea023c9e7777ecf0432ebcd9984", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39563, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only a couple of clear duplicate pairs: the AutoTokenizer wrong-token-ID regression and the Qwen3.5 video-input regression. Most other pairs share broad symptoms but not the same concrete bug path.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the broadest current report of the tokenizer regression across multiple model families, and it cleanly subsumes the narrower Granite-only report (issue:45812).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single issue to anchor this cluster because it is open, broad in scope, and describes the same underlying tokenizer regression affecting several models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes: Voxtral processor load failure vs Gemma4 device-map mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated problems: Liger Kernel cross-entropy path vs Qwen3.5 video chat template mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug vs RAG example documentation issue; not the same underlying defect." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same AutoTokenizer wrong-token-ID regression in v5, with 45920 being the broader multi-model version." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and symptoms: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different compatibility issues." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes/_is_hf_initialized incompatibility is unrelated to the PyTorch distributed build issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 loading error is unrelated to RAG documentation examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different model families and appear to be separate config bugs." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are not the same defect." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different concrete errors: mask-shape mismatch vs zero-sized tensor index error under ZeRO-3." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/BertModel index error and torch 2.4.1 vs transformers 5.8.0 incompatibility are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash do not share a code path." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading and PretrainedConfig pydantic regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but the titles point to different runtime paths and no clear shared bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 loading failure is unrelated to table-question-answering." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Sliding_window config issue and Gemma4 PLE device mismatch are different problems." + }, + { + "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 MPS histogram op error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing error and MPS Int histogram error are different backend issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype/backend issues, but the model paths and failures differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor load failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window config error are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version compatibility and Gemma4 device mismatch are separate regressions." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are ZeRO-3-related IndexErrors, but the concrete errors and contexts differ." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic regression are different config issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model bug are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both involve sequence handling, but the mask-shape IndexError and Qwen3.5 embedding unpacking failure are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different backend/model bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming chat failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and PretrainedConfig pydantic regression are separate issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch in Mistral-3 and Qwen3.5 video-token mismatch are different multimodal bugs." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig field regression do not share a bug path." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch 2.4.1 / transformers 5.8.0 incompatibility are distinct compatibility problems." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5/Qwen3.5-VL video-input regression where video features and tokens/template output no longer match in v5.3.0." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup error are different runtime issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and zero-size-tensor ZeRO-3 index error are not the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the titles: issue:45812/issue:45920 are clearly the same AutoTokenizer wrong-token-ID regression, with 45920 being the broader report; issue:44479/issue:46294 are both Qwen3.5 video-input regressions with a video-features/video-tokens mismatch theme. The remaining pairs are mostly rejected cautiously, and the summary does not overclaim mergeability or shared bug paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "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:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "ffcab809c251ce0bced88670bbb209228a9615ecf2a1630e2bf1a03a40549cf9", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37146, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not appear to be one duplicate set. The only clear duplicate family is the Transformers v5 non-persistent-buffer regression (`43644`/`43950`/`44534`).", + "confidence": 0.74, + "canonical_issue_reason": "`issue:43950` is the best central report for the only strong duplicate family here: it clearly frames the v5 regression around non-persistent buffers and is more specific than the broader `43644`/`44534` wording.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43950` is the strongest canonical candidate overall because it most precisely describes the underlying non-persistent-buffer corruption regression and aligns with the accepted duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family (SigLIP2), but the reported symptoms differ: degraded embeddings vs nonsensical outputs in AutoModel/pipeline. Not enough to treat as the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths and failures: multimodal config unwrapping vs `inv_freq` materialization after `to_empty(cuda)`." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated failures: TensorBoard/TensorFlow backend detection vs a Torch/Transformers version incompatibility report." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Both involve training/runtime errors, but one is FSDP weight shape failure and the other is Qwen3.5 embedding unpacking with TRL; different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "No concrete overlap beyond being model/eval issues; the titles point to unrelated models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure surfaces: image dtype mismatch vs embedding unpacking in trainer code." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch `trust_remote_code`/custom loading, but one is a cache-path collision and the other is wrong-module loading after save; not the same concrete bug from the available evidence." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Different areas entirely: notebook custom-model initialization vs flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but `43404` is a model-specific `lm_head` tying bug while `45005` is a broader v5 translation-model report; not clearly one underlying change." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated: Qwen3MoE FP8 failure versus flash-attn2 fallback behavior." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different subsystems and symptoms: cache/attention backend crash vs tied-weights regression." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading for NemotronH is unrelated to the tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely different issues: DSA indexer behavior vs outdated docs mentioning a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different failures on different models: Qwen3.5 embedding unpacking vs GraniteMoEHybrid method call error." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to removing the old `transformers` run command from docs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific problems: detokenization bug vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure modes; no sign of a shared underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression around non-persistent buffers being incorrectly populated/corrupted during loading or initialization." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example error and the other is a model quality/regression report; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers v5; `43950` is a more specific loading-path report of the same corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen-related dtype issues with different triggers and symptoms; not clearly the same code-path bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Both are runtime errors, but one is a custom trainer signature mismatch and the other is a DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffer initialization problems, but one is a from_pretrained regression and the other is a model-specific `to_empty(cuda)` materialization issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level quantization incompatibilities: bitsandbytes constructor args vs missing Float8 storage support." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a noisy-loading issue are not the same underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model-quality regression vs tokenization changes; different symptoms and likely different layers of the stack." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is worse text embeddings; not enough evidence of one root cause." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Tokenizer error message for Voxtral is unrelated to a missing `all_tied_weights_keys` attribute in Molmo." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different root causes: Gemma4 FSDP2 cache rebuild bug vs Qwen3_5Moe rotary embedding materialization bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both concern Qwen3.5, but one is Flash Attention sequence handling and the other is CPU-offload compatibility for rotary embeddings." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training/memory regressions: LoRA checkpointing effectiveness vs int4 quantization reserved-memory growth." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 43950/43644/44534 family is the only clearly supported duplicate set, and the other soft-edge rejections do not overclaim overlap beyond the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45923", + "issue:46315" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "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:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45715|issue:46315", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:43792|issue:44220", + "issue:42915|issue:43872", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "ab9e0d25b27a1fc7f4dd82683c0f986de3416b4c549caa0c5012a3f7fd9812b1", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of distinct transformer issues, with only a handful of true duplicate-style overlaps: docs on removed pipeline tasks, SigLIP2 implementation mismatch, `_is_hf_initialized`/`init_empty_weights` incompatibility, Whisper fbank extraction, and a Qwen3 ZeRO-3 weight-loading regression.", + "confidence": 0.69, + "canonical_issue_reason": "44291 is the clearest, most specific root-cause report in the set for the `_is_hf_initialized` / `init_empty_weights` regression, and it has a near-identical companion in 43872.", + "canonical_pr_reason": null, + "best_issue_reason": "44291 is the best issue anchor because it describes a concrete code-path incompatibility, is actionable, and cleanly represents one of the few genuine duplicate families here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy versus the original/JAX behavior; one is the user-facing symptom, the other is the broader mismatch report." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy loading warnings, the other is a hard model-loading failure for a specific checkpoint; too different to be the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes; these are not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization corruption and a flash-attn import-key error are unrelated code paths." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading, but one is warning noise and the other is a model-specific load failure; not a duplicate." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT gradient-checkpointing behavior and Qwen3 MoE memory usage are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention `remote_code`, but one is an AutoConfig field-loss bug and the other is a broader model-loading regression; not clearly the same concrete defect." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different DeepSpeed/FP8 failures; no evidence of a shared root cause." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading and GLM5 are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int typing and Gemma4 PLE device placement are different issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3 MoE LoRA compatibility regression is not the same as a tie-word-embeddings warning." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and the `_is_hf_initialized` bitsandbytes/init_empty_weights incompatibility are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two model-loading failures, but for different models and different missing attributes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "A tokenizer-mapping bug and a remote_code regression do not share the same underlying failure." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and have different causes." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patching and flash-attn fallback logic are separate code paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage and Kimi-K2.5 codec/tokenizer regression are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "A model-specific loading key error is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights and non-persistent buffer corruption are different state-management bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: pipeline tasks removed in v5 are still referenced in documentation." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and an Ovis2 checkpoint corruption report are not the same issue." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These are the same `_is_hf_initialized` / `init_empty_weights` incompatibility, just reported from slightly different entry points." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same Whisper fbank feature-extraction failure path." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and `_is_hf_initialized` bitsandbytes incompatibility are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight-conversion/loading problems and gradient averaging with GAS are different defects." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "General PEFT checkpointing concerns and a missing trust-remote-code flag are not the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe DeepSpeed ZeRO-3 failing to load Qwen3-family weights with missing parameters, pointing to the same loader bug." + }, + { + "left": "issue:43950", + "right": "issue:43404", + "accept": false, + "reason": "These involve different regressions in model state handling and do not share a concrete failure path." + }, + { + "left": "issue:43975", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models; no clear same-root-cause evidence." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are plausibly same-bug overlaps, and the rejected pairs avoid over-merging distinct failure modes. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44991", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692" + ], + "prepared_review_unit_hash": "fceb8edadcce7ef8e64f4cc6b55e33caa668069718796202b0957171b4eeb354", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37721, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of Transformers regression reports across unrelated models and subsystems. A couple of pairs look like true duplicates on the same concrete bug signature, but most soft links are only topical similarity.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the shared Transformers 5 custom-model initialization regression; issue:43645 reads like a notebook-specific variant of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative because it states the core regression most generally and can subsume the more specific notebook reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different code paths (GLM-4.7-Flash vs NemotronH)." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in flash-attention integration: one is a 3D position_ids/SDPA math issue, the other is an s_aux=None crash for sink-less models." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but the models and failure modes differ; one is a bad error message, the other is an actual loading failure." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These look like the same mask/tensor shape mismatch error signature, likely the same underlying off-by-one or indexing bug reported twice." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video paths, but the reported bugs are different enough to treat separately." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different symptoms; a Voxtral tokenizer message issue is not the same as sleng-bert loading failure." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training weight-shape error vs image processor segmentation-map handling." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen families and different bugs: rope index scaling vs uninitialized memory after meta materialization." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different concrete failures: FSDP2 shared_kv_states logic vs device_map auto device placement." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are distinct bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "A from_pretrained buffer regression is not the same as Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs Flash Attention 3D position_ids handling on Qwen3.5." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen video StopIteration and an MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for a specific class is not the same as meta-device loading breakage." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Near-duplicate titles describing the same Transformers 5 custom model initialization regression; the notebook report is a narrower reproduction." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe and meta-device loading breakage are separate issues." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and Float8 storage lookup failure do not share the same bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen video/embedding related, but the concrete failures differ and are not clearly the same underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping registration issue and Gemma4 PLE device mismatch are different problems." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video-input StopIteration and mask/tensor shape mismatch are unrelated error paths." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "A Transformers 5 flag regression is not the same as a Kosmos2.5 OCR indexing bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family and both mention bad outputs, but the reports are too different to confidently treat as one bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config validation for granite_speech and tiny-random glm4v config validation are different problems." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: ZeRO-3/BertModel index error is not the same as the tokenizer-mapping registration issue." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map auto offload loading failure and Strix Halo mmap/OOM mitigation are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both are SigLIP2-related, but one is wrong outputs while the other is a docs-example model/processor mismatch plus quantization failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted soft pairs are plausible near-duplicates from the titles alone: 41093/44805 share the same mask-vs-indexed-tensor shape mismatch signature, and 43645/43646 are clearly the notebook-specific vs general custom-model initialization regression. The remaining links are appropriately rejected as only topical similarity, and the summary does not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45704", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:44402|issue:44488", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "e0ef4e89e3bd787d2e8ba0ba51bc4e7babb6db4bc2529ec69eb2fcd1e2def8a1", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster with a few real duplicate subclusters. The strongest true duplicates are around Transformers v5 regressions: non-persistent buffers filled with junk, resize_token_embeddings not propagating to output embeddings, and lm_head weight tying failures in multimodal models.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43644 is the clearest anchor for one true duplicate subcluster: it directly matches 44534\u2019s report of v5 filling non-persistent buffers with junk.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 43644 is the best anchor because it is specific, reproducible, and has the strongest direct duplicate match in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 regression about non-persistent buffers being initialized with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs and different code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3-family models, but the failures are different: auto device mapping CUDA assert vs FineGrainedFP8 config." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: GLM5 issue vs Qwen3.5 flash-attn generation issue." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: DeepSpeed ZeRO-3 weight loading vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they concern different checkpoints and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 failure vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model-specific bugs; no shared concrete failure mode." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math bug is unrelated to optimizer args not being used." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is incorrect outputs in AutoModel/pipeline; not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Related to Transformers 5 initialization, but one is a buffer corruption regression and the other is notebook custom-model initialization." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different architectures; no evidence of a shared bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but they target different checkpoints and the reports don\u2019t indicate a single shared code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different issues: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory usage regression is not the same as quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and symptoms; no clear shared root cause." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 processor attribute error are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading issue is not the same as sinq quantization save/load corruption." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different bug classes: Qwen3 LoRA compatibility vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention crash on Qwen3.5 due to position_ids handling is unrelated to sink-less model auxiliary-state handling." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument mismatch are different regressions." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug class: resize_token_embeddings fails to propagate updated weights to downstream embeddings/output embeddings across related model variants." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same core problem: lm_head weights are not tied in multimodal generation models, leading to garbage text generation." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; no shared duplicate signal." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading regression are separate issues." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch on one model is not the same as another model\u2019s loading failure." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior is not the same as increased CUDA reserved memory under int4 quantization." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate subclusters are well-supported by the issue titles alone: 43644/44534, 45276/45335, and 43404/43454. The rejected pairs are also phrased cautiously and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45812|issue:46315", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898" + ], + "prepared_review_unit_hash": "5e4254ef4d32b95d1719a5542c348bbd612115c18d7e34679f57fa73de31ff15", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38039, + "estimated_input_tokens": 9510, + "estimated_eval_tokens": 19276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous set of unrelated Transformers bug reports. The only clear duplicate families are the resize_token_embeddings regressions; most other soft pairs are just broad thematic overlaps, not the same underlying defect.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45698 is the best representative of the largest visible subtheme (custom model save/load regressions around save_pretrained/from_pretrained) and is still open with substantial discussion, but the overall cluster is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "45698 is the most active and broadly representative issue in this set, so it is the best anchor if one issue must be chosen; however, it should not be treated as a duplicate hub for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Both are model-loading/architectural regressions, but they hit different code paths and different failures." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized on init_empty_weights is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Gemma/Qwen subsystems and different failure modes; only a loose family resemblance." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Batched inference token/embedding leakage is unrelated to Gemma4 device placement." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both mention quantization/model loading, but they are different models and different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 CUDA reserved-memory OOM is not the same as disabling mmap on Strix Halo." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation bug is unrelated to Gemma4 FSDP shared_kv_states behavior." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures are unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both are gradient checkpointing issues, but one is PEFT/LoRA ineffectiveness and the other is eval-mode incompatibility." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is a model-specific manifestation of the generic output_embeddings problem." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 loading failure and Qwen3.5 save_pretrained regression are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from position_ids/SDPA fallback." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained, but permissions propagation and wrong custom module resolution are different defects." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to Gemma4 FSDP shared_kv_states rebuilding." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer ID regression and convert_tokens_to_ids slowdown are different tokenizer issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init and extra_state save/load failures are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug affecting tied/output embeddings across model families." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "torch.autocast dtype mismatch is not the same as meta-device model loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Token vocab-size mismatch and loading failure for ScandiBERT are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast mismatch are not the same failure." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate/deepspeed is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to tokenizer-version behavior changes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 custom-model regressions, but they describe different breakages and code paths." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Gemma4 device_map forwarding." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type and non-template-node compile error are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and Qwen3.5 PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolate_pos_encoding behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The cluster does look mostly heterogeneous, and the only clearly supported duplicate family is the resize_token_embeddings set. The accepted soft pairs are plausible, while the rejected pairs are framed cautiously and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:44479|issue:44805", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:42915|issue:44530" + ], + "prepared_review_unit_hash": "20a388b88be65f325798b11766685b0ee0fff60eadc2dd8d95627da8093d17b8", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37292, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly high-similarity but still describe different bugs/regressions across loading, tokenization, training, and model-specific paths. I do not see any pair that is clearly the same underlying change or defect, so I reject all soft edges. For a representative issue, the broadest and most central is the v5 model-loading regression in issue 43611.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative regression here: a Transformers v5 loading breakage with clear user impact and a concrete code-path focus. It is a better cluster anchor than the more symptom-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the strongest overall issue candidate because it is specific enough to be actionable yet broad enough to represent the main v5 loading-regression theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are v5-era failures, but one is a video-input regression and the other is a mask/index shape mismatch; different model paths and likely different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The titles point to different tokenizer/config behaviors: an isolated reproduction of an older issue vs. a mistral_common continue_final_message bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "One is about save/load breaking quantized models; the other is about tokenizer message continuation logic. Different subsystems and failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mismatch for text-classification pipeline behavior is unrelated to removed pipeline task docs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Both are TypeErrors, but the underlying causes are unrelated: missing storage type vs. template-node compilation." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3-MoE loading, but one is a dev version loading break and the other is a weight-shape mismatch; not the same defect." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility is unrelated to the TRL SFT trainer embedding unpacking failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A SigLIP2 inference/pipeline issue is not the same as a ModelOutput key-assignment bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Both concern save/from_pretrained-style behavior, but extra_state handling and text_config unwrapping are different code paths and symptoms." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict in T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but CamemBERT masked-LM predictions and EMBEDDIA tokenizer loading are distinct bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init index error and compiled flex_attention torch-version failure are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but one is a specific model tokenizer load failure and the other is a Mistral regex patch crash; different causes." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory-usage inefficiency during Qwen3 MoE training is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline behavior and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is a different problem than a v5 video-input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU placement in relative positional encoding is unrelated to Qwen3.5 CPU offload compatibility." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon caching allocator warmup TypeError and _is_hf_initialized flag breakage are different issues." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "A model-load failure for cjvt/sleng-bert is not the same as a Mistral tokenizer regex-patching crash." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name bug and compiled flex_attention torch-version failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are different loading failures for different models and versions; no shared concrete bug is evident." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffers; different underlying problems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is unrelated to TokenizersBackend not updating its post-processor after special-token changes." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to template-node compilation errors." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer initialization conflict and Qwen3MoE FineGrainedFP8Config failure are different model/tokenizer paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache crashing on linear_attention groups." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and multi-image IterableDataset finetuning failures are distinct training bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and Whisper generation after align_special_tokens are related by model family, but they are different regressions and not clearly the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm torch-dynamo tracing failure is unrelated to template compilation errors." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are different MoE/runtime 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": 18, + "review_unit_index": 9, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178", + "issue:46209", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:42175|issue:46178", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:46209|issue:46326" + ], + "prepared_review_unit_hash": "a47bd5917b275dc9271cdd7f75330f7cc2ac95bd2a82ec57ff0d4262beac5802", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37918, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are related only at the subsystem level, not the same concrete bug. The only clear duplicate-looking pair is the Qwen3.5 save_pretrained regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the clearest canonical issue: it reports the broader Qwen3.5 save_pretrained regression, and issue:45357 is a later follow-up describing the same incorrect visual-encoder key serialization behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative issue here because it states the regression crisply, has clear repro scope, and subsumes the later 45357 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both are TensorFlow/backend related, but one is missing TF backend in extras and the other is an unknown backend mapping for tensorflow_text; different failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and likely different code paths/root causes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related to transformers v5/custom model init, but one is about non-persistent buffer junk and the other about custom model initialization/Jupyter breakage." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but they target different functions and crash modes." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache sequence-length contract are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a gguf_file API break and the other is a model-specific transformers v5 failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys for Molmo is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device_map offload failure is unrelated to Qwen2.5-GGUF loading." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and custom-model notebook initialization are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-states output vs rope index scaling." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: template-node compilation versus GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but one is a model load failure and the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different areas: PEFT/local checkpoint loading versus mistral_common continue_final_message handling." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI batching/padding-mask mismatch are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both concern v5 custom-model behavior, but one is notebook initialization and the other is junk-filled non-persistent buffers." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is not the same concrete bug as buffer initialization with junk values." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead is performance-related and unrelated to StaticCache returning a tensor instead of int." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a missing weight-tying bug and the other is inconsistent serialization behavior." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model/pipeline correctness issue versus processor input-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/processing bugs for different models." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise is unrelated to a specific Mistral regex patch crash." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different problems: tied-weights bookkeeping versus tokenizer loading regression." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure and template compilation failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both mention numeric discrepancies, but one is batching/padding-mask support and the other is DAC latent reconstruction/STE." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure and OmDet processor size mismatch are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-load failure versus Mistral regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "No concrete overlap in bug mechanism; different models and different failure sites." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different init-time failures: FP8 config handling versus unexpected _is_hf_initialized argument." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a later report of the same incorrect visual-encoder key serialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction issue and compiled flex_attention regression are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are different loading failures." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to mistral_common continue_final_message behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The reasoning stays conservative overall: the accepted pair (45216/45357) is well supported by matching Qwen3.5 save_pretrained regression titles, and the rejected pairs are generally distinguished by different models, APIs, or failure modes without overclaiming overlap. The summary is also grounded in 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": 18, + "review_unit_index": 10, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:36032|issue:41720", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:35707|issue:40444", + "issue:44829|issue:45479", + "issue:44291|issue:44589", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "10a0417a9a6f9a756f947f7ccca0d28bda255412fb2f7884c809bc6c8119b308", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35889, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "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/vLLM issues, with only superficial overlap around v5-era model-loading/tokenizer regressions. No soft pair is strong enough to merge as the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set and best captures the recurring theme of recent transformers regressions affecting remote_code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative issue for the cluster because it is broad, central, and closer to a shared regression theme than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: AddedToken/special-token API conflict vs a model loading regression for a specific remote-code model." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL, but one is a broad video-input regression and the other is a specific still-image temporal position-id bug; not clearly the same fix." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe is a different bug from the Float8 storage lookup error." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weight tying, but they affect different models and different failure modes; too far apart to merge." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and CUDA assert in device mapping are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but multi-image iterable-dataset training failure is not the same as the rope/position-id bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions with different mechanics: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Granite strict-config loading are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different failures; no shared code-path evidence." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility is unrelated to noisy loading logs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP shared_kv_states are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized initialization and junk non-persistent buffers are separate v5 regressions." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL-related, but multi-GPU training and multi-image iterable-dataset failure are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update bug is broader than the specific add_special_tokens BOS/EOS regression." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and a specific tokenizer load failure for est-roberta are different issues." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a distinct backend/runtime problem from remote_code model loading regressions." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json precedence and Granite token-id regression are related only at a high level; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with past_key_values is unrelated to Qwen2.5-VL multi-image dataset failure." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is a loss-formulation issue for num_labels=1." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and missing Float8 storage are separate compatibility failures." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure and Qwen3 MoE memory inefficiency are different problems." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading in v5 and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading regression and Llama4Config pad_token_id attribute error are different model/config bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower weight/attention bug and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and buffer initialization are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend omission and tensorboard-without-TF runtime error are related in theme but 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": 18, + "review_unit_index": 11, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43262|issue:43746", + "issue:43296|issue:45800", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:44568|issue:45920", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "2417a1413cb127d7c8851af7de84dea9c109b1acc5dc872208e76327ea33703f", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster. The only nearby topic is the Qwen2.5-VL 5.3.0 position-id area, but 45325 and 45381 look like related subsystem regressions rather than a confirmed duplicate bug, so that soft edge should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45381 is the broadest Qwen2.5-VL position-id regression in the set, but it should not be treated as a confirmed duplicate of issue:45325; the packet only shows a shared multimodal positional-indexing subsystem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45381 is the strongest representative issue for the small Qwen2.5-VL positional-id theme, but it still appears distinct from the still-image report in issue:45325.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error message vs Apple Silicon warmup TypeError; different subsystems." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching, but the models and failure modes differ." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window MoE behavior and init_empty_weights arg handling are distinct bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but one is multi-image finetuning and the other is video position ids." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check is a different code path from bf16 dtype mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share a concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Closely related Qwen2.5-VL position-id regressions, but the packet only shows a shared subsystem, not the same exact bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 init/loading issues, but the concrete failures differ." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different image-classification failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backends vs PaddleOCR-VL load failure are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position ids and Kosmos2.5 OCR indexing are different multimodal bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are not the same issue." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is missing tying and the other is inconsistent serialization." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "FineGrainedFP8Config failure and GGUF loading failure are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position ids." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video regression and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are separate concerns." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU offload mismatch and torch.export failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling and strict config loading are different load-time issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "GPT-OSS perplexity regression and Whisper empty-transcription failure differ in model and path." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation cache handling and Qwen3 CUDA asserts are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Single-tokenizer special-token omission is not the same as broad wrong token IDs across models." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation and torch.export failures are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Gemma4 PLE device mismatch are different device-map problems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload mismatch and DAC latent/forward mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the positive verdict on issue:45325 vs issue:45381 is a bit too strong for the packet. The titles show closely related Qwen2.5-VL 5.3.0 position-id regressions, but the evidence in the packet only establishes a shared subsystem, not an exact duplicate bug: one report is still-image temporal position_ids scaled by tokens_per_second, the other is video input vision_position_ids. Also, phrases like \"accepted duplicate pair\" go beyond what the packet itself demonstrates. I\u2019d reject on that overstatement; the rest of the soft-edge rejections look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 12, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:46305|issue:46315", + "issue:43881|issue:44488", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:45325|issue:46315", + "issue:43749|issue:44534", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:42617|issue:42915", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:43881|issue:44991", + "issue:43577|issue:43708", + "issue:36331|issue:42617", + "issue:44186|issue:45072", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "13758684176ae03bc9579f0b981b6e75b24aa5652b8deee9b7ee982558b656c9", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37505, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, processors, tokenizer behavior, quantization/offloading, and training utilities. I would not merge any of the suggested soft edges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: lm_head tying vs torch.compile/SDPA instability." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc/example mismatch and quantization error vs IterableDataset multi-image finetuning failure; no shared bug path." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one is unrelated to tokenizer conversion slowdown." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model loading problems for different models and likely different causes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batching bug in MIMI is unrelated to OmDet processor/model size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying bug and bf16 dtype mismatch are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE conversion issue vs missing gradient-checkpointing flag; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific dequantized load failure and the other is a broad offloading complaint; not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask mismatch is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading crash is unrelated to sinq save/load quantization corruption." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying vs packed-weight unpacking are different problems." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to Llava Next segmentation fault." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "RoPE temporal position scaling bug is unrelated to tokenizer conversion performance." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different failure modes: device-map CUDA assert vs flash-attention generation issue." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization regressions, but one concerns lm_head tying and the other visual encoder keys; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels version/revision import failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is not the same as a general tokenization-version change report." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization memory regression and apex RMSNorm memory leak are different issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading failure for different artifacts are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype propagation on BLIP2 is unrelated to checkpoint max_steps calculation." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel execution failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to bf16 dtype mismatches." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-name collision and Gemma4 device mismatch are different forward-pass bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying regression is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to tokenization-version behavior changes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer custom loss kwarg error is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and Strix Halo mmap OOM are different memory-management problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 13, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45812", + "issue:46291" + ], + "soft_pairs": [ + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:44423|issue:45406", + "issue:41720|issue:42617", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:44671|issue:44743", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:33357|issue:35707", + "issue:45406|issue:45464", + "issue:41720|issue:43746" + ], + "prepared_review_unit_hash": "3719638221fa4dc3a2c0a6db9ade44a04e5aa5e34e3f66b306744662bfae490f", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed issues spanning tokenization, config loading, multimodal serving, training API changes, and hardware/runtime failures. I did not find any soft pair that clearly describes the same concrete bug or fix path, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the best representative because it describes a broad, high-impact tokenizer regression affecting all Granite models with multiple inbound references and a clear v4\u2192v5 symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest global issue candidate: it is specific enough to be actionable but broad enough to capture a real regression affecting many users.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related regressions, but one is strict config handling for granite_speech and the other is tokenizer loading for EMBEDDIA/est-roberta; different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba-9B-v2, the other is an accelerate loading/unpacked-weights bug in BitNet; unrelated fixes." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/backend installation issue vs importing evaluate failing on kernels version metadata; no shared underlying bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serving crashes, but one is a continuous-batching multimodal type error and the other is a Gemma4Processor missing _tokenizer; different failures." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "A800 cudaErrorAssert during auto device mapping is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image size/preprocessing mismatches, but they affect different models and different processor/model expectations." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different runtime problems: torch.compile with SDPA vs CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding versus processor output size mismatch for image classification; not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permissions propagation." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and device_map auto dequantized offload failure are different loading/quantization paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "The first is a regression around processor.tokenizer/images-to-tokenizer behavior; the second is a broader tokenization change report with no clear same fix path." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping on A800 and GPT-OSS MoE tensor-parallel failure are separate parallelization problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to the 3d_parallel.py runtime issue." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are distinct model-specific issues." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility and kernels import/version metadata are not the same failure mode." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patching crashes during tokenizer load, while 45812 is a Granite AutoTokenizer ID regression; different tokenization mechanisms." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import requirements." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are separate config/model issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload bug affect different config fields and code paths." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is distinct from weight_only loading error in Qwen3VL." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is not the same as Llava Next segmentation fault during model loading." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token/post-processor synchronization bug is not the same as Granite tokenizer ID regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding and MLukeTokenizer task AttributeError are different tokenizer-specific bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature change is unrelated to Qwen3 auto device mapping." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Generic slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens naming conflict are not the same underlying issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering dropping tuple labels is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are separate serving bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Local-model cache collisions and read-only permission propagation are different save/load filesystem issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:45759|issue:45859", + "issue:43421|issue:43927", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44898|issue:45072", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:43782|issue:45381", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:43421|issue:43653" + ], + "prepared_review_unit_hash": "e518824baaa18af18573e95b0bb8a95399331c2c899612da8a6818bb96477408", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely heterogeneous and does not form one duplicate cluster. Only the Qwen2_5_VLProcessor batched `padding=False` reports look like the same underlying bug; the rest are distinct issues across unrelated code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for the full cluster: the items span many unrelated bugs. The clearest duplicate pair is 44514/44545, and 44514 is the better anchor because it is the earlier, more specific report of the same crash.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best issue candidate only for the one true duplicate pair; it cleanly describes the batched `apply_chat_template` crash with `padding=False`. It is not a strong canonical for the whole heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs tokenizer special-token registration on BigBird." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload paths, but the models and root causes are different." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice preset handling are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttention/linear_attention cache crash is unrelated to the kernels import/version requirement." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processing and broad tokenization changes are not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from missing tokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to unwrapping `text_config` in multimodal configs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A docs typo and deprecated pipeline-task mentions are distinct documentation issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset and Qwen3 auto device-mapping cuda asserts are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warnings are unrelated to the multimodal token-counting video-branch bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter updates and progressive generation with embeds/past KV are different problems." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation and degenerate zero-loss classification are different model/config bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Multimodal `text_config` unwrapping and CPU-offload rotary embedding compatibility are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token runtime post-processing and save/load loss of custom token IDs are related but distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "These are separate model/tokenizer loading failures with different symptoms and likely causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer `post_init` policy and Qwen3.5 label propagation are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are different failures." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to `text_config` unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A config warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model load failure and an unwanted torchvision requirement in PIL image processors are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight-only loading and Qwen2.5-VL video position IDs are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument duplication is unrelated to loading ScandiBERT." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs/example errors and OmDet-Turbo processor/model size mismatch are distinct." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing support are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking and trainer.evaluate failing after train() are different trainer bugs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processing and BigBird mask-token registration are different tokenizer issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as heterogeneous, identifies only the clearly duplicated 44514/44545 pair, and keeps the other pairwise verdicts conservative. No soft-edge reasoning overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43322", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294" + ], + "soft_pairs": [ + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:45663|issue:45923", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:43531|issue:43645", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:43322|issue:45685", + "issue:44186|issue:44898" + ], + "prepared_review_unit_hash": "954a17cab80b8c217533d207bc2d43ab4dc1c8eb22e79e5170a9af5b8d4dca39", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are different bugs in different models or subsystems. The only clear duplicate-style match is the offline tokenizer/Mistral regex regression, where the broader cache-loading failure and the specific _patch_mistral_regex/model_info crash appear to share the same root cause.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it pinpoints the concrete failure path (_patch_mistral_regex unconditionally calling model_info()) behind the broader offline tokenizer-loading symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest representative of the duplicate pair: it is specific, root-cause-oriented, and more actionable than the generic offline-cache symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression; 44843 identifies the concrete _patch_mistral_regex/model_info cause for the cache failure described in 42886." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: eval-mode gradient checkpointing misuse vs. abnormal gradient growth during ZeRO-3 training." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different model/runtime issues: Gemma-4 FSDP2 shared_kv_states KeyError vs. a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated code paths: T5 apex RMSNorm memory leak vs. Qwen3_5MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different failures in different models and execution modes; no shared concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are wrong-output reports, but for different models and likely different regressions; not the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local-checkpoint loading is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash and the other is codec/warning behavior for Kimi-K2.5; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example documentation errors are unrelated to offloading-with-quantization behavior." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both concern video inputs, but they involve different models and different failure paths (processing ValueError vs. chat-template token/feature mismatch)." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed/BertModel zero3 initialization is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to DAC from_latents/STE mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing failure is unrelated to the GenerationMixin ImportError." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: video-input processing vs. Gemma 3n attribute collision in forward()." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output drift." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model bugs with different triggers; no shared code-path or fix." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to the cjvt/sleng-bert loading failure." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Generic input validation errors are unrelated to the zero-loss single-label classification regression." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering last-batch truncation is unrelated to Mamba2 use_cache correctness." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault is unrelated to the MPS histogram Int dtype error." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are different model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The one accepted pair is plausibly the same offline/tokenizer regression based on the titles, and the rejections avoid overclaiming duplicate status for unrelated models/subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:30064|issue:36331", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:41720|issue:44991", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43577|issue:43582", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44485|issue:44509" + ], + "prepared_review_unit_hash": "bbae386c85053799b6e71495d0b80c71acc402da2ce5d9441ea69dd508694621", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35690, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bug reports across different models and components. None of the soft pairs look like the same underlying defect, so I would not merge any of them. The closest recurring theme is a Transformers 5.x loading regression around non-persistent buffers.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the clearest, most general statement of the main regression theme: `from_pretrained()` corrupting non-persistent buffers in Transformers 5.x.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the highest-level, broadly applicable bug in the set and has the strongest chance of serving as a canonical tracker for the buffer-loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer config vs Smollm3 RoPE layer allocation." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different failure modes in different models: dtype mismatch vs Gemma3n variable-name collision." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DAC latent/forward mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3 sliding-window behavior and AutoConfig `trust_remote_code` field loss are separate issues." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Buffer corruption on load is unrelated to `StaticCache.get_seq_length()` returning the wrong type." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve Mistral regex patching, but one is offline-mode hub access and the other is an attribute error on tokenizer objects." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading problems: missing fields vs strict config blocking granite_speech." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "A version-output discrepancy for Pegasus is not the same bug as CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token updates and Whisper `batch_decode()` skip_special_tokens handling are distinct processor/tokenizer behaviors." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video bugs: input processing ValueError vs incorrect vision position ids." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and trainer `compute_loss` signature mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight-only loading error and Qwen3.5 flash-attention generation failure are separate code paths." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing issues are not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during Qwen3 device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors are not the same as Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR indexing are different model-specific bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading AutoImageProcessor from URL has nothing to do with template compilation errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and FastSpeech2ConformerTokenizer loading failures are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is different from dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype issues and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are separate problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline docs/error-message wording is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset behavior and GenerationMixin import failure are different layers and bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape mismatch in model code is unrelated to trainer evaluate-after-train behavior." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and removed-pipeline-task documentation 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": 18, + "review_unit_index": 17, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:44671|issue:45701", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:43825|issue:43827", + "issue:43906|issue:46209", + "issue:43582|issue:44857", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:42175|issue:45081", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:34634|issue:36331", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:43650|issue:43906", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43746|issue:44811" + ], + "prepared_review_unit_hash": "03b66022b71a28a2143e2d431e6af770683ff6dc96dfebe8f7f0bb65b4163d96", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35208, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly topic-adjacent but not the same underlying bug. They span unrelated tokenizer quirks, model-loading regressions, processor/config mismatches, and training/runtime issues, so I don't see a safe duplicate canonical among them.", + "confidence": 0.97, + "canonical_issue_reason": "No safe canonical issue: the set is heterogeneous and none of the issues is a clear duplicate hub for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue: the cluster is too mixed for one issue to represent a single underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both relate to remote_code regressions, but 44561 is a specific helper removal breakage while 45020 is a broader compatibility report; not the same code-path bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "One is a cache length type/shape contract issue, the other is a tokenizer kwarg handling bug; unrelated behavior." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is about spacing after added tokens and the other is slow/fast tokenizer inconsistency; not clearly the same defect." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked-LM prediction differences in CamemBERT are not the same as a generic tokenization change report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor input size mismatch and bfloat16 dtype mismatches are different subsystems and failures." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to inference dtype mismatches in other models." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "A from_pretrained weight_only loading error is not the same as a VL position-id scaling bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a misleading runtime error message, the other is stale docs; related to pipeline removals but not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one issue is unrelated to an FP8/B200 inference failure." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crashes are different platform-specific problems." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading paths, but FSDP CPU RAM efficient loading and init_empty_weights argument handling are distinct bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch failure and Gemma4 processor missing _tokenizer are different object/API errors." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma 4 import/load failure due to mistral_common API changes is not the same as continue_final_message handling." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging/install behavior is unrelated to tokenizer patch crashes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC forward/from_latents mismatch are separate issues." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP model structure inconsistency do not share the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are completely different components." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tie/warning behavior in Qwen models, but they describe different model families and warning causes; not clearly one bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output differences are unrelated vision model issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading MobileLLM is not the same as a broad remote_code regression report." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is not a duplicate of a reproduction report." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness are unrelated bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation errors and tokenizer max-length configuration are different failure modes." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch helpers in multimodal token counting are unrelated to removed config references in auto_mappings." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local-checkpoint PEFT loading issues and Whisper batch_decode skip_special_tokens behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:44387|issue:44617", + "issue:43452|issue:44991", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:36010|issue:43645", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43257|issue:43696", + "issue:45459|issue:45803", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "faeca605a81cf5d0e7fcfd589b595d5476d59a1b5390bc71f3ee4a5b48e76b93", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36570, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated tokenizer, trainer, model-loading, quantization, and multimodal bugs. The closest overlap is around Qwen video/multimodal handling, but even there the titles point to different failure modes rather than the same fix.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43329 is the clearest representative issue: it names a concrete shared code-path defect in multimodal video token counting and points to an actionable root cause, making it the best canonical placeholder for the nearest mini-cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the strongest global keep candidate because it is specific, technically grounded, and likely to be fixed/verified in one focused change across multiple VLM processors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failure modes: missing Float8 storage object vs. PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but they involve different models and likely different causes; no shared code path is evident." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is gguf-related AutoTokenizer/AutoModel loading and the other is a specific tokenizer regression for est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated issues: torch.compile + SDPA on Bamba versus MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs in training lifecycle: deepspeed zero3 with a non-pretrained BERT model versus evaluate failing after train." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Separate problems: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Both touch Qwen3/MoE-ish areas, but one is a weight-conversion/loading issue and the other is a multimodal video token-counting bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve model/config machinery, but the import error for GenerationMixin and the Jupyter custom-model regression are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and components: SIGLIP2 zero probabilities versus OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same bug as gpt-oss-20b MXFP4 loading fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the OmDet-Turbo processor shape mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model families and defects: AyaVision weight tying versus Blip2 dtype propagation." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer/model API regressions, but one is an import-path change and the other is a custom compute_loss signature mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen MoE weight conversion with accelerate/deepspeed is not the same as GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but in different functions and contexts; they are not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path slash import warning and Qwen MoE weight conversion are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are different processor bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but one is trust_remote_code/AutoConfig field loss and the other is unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Closest pair in the set, but still not clearly the same bug: one is a precise undefined-variable/method problem in multimodal video token counting, the other is a broader Qwen video-input regression report." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video/multimodal processing, but one is token counting and the other is batched video processor output shape." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Device-mismatch CPU-offload issue on bark-small is not the same as Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/performance/OOM concerns, but the FSDP CPU RAM efficient loading breakage is distinct from the Strix Halo mmap OOM report." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions on different models; no shared underlying bug is apparent." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading issues, but one is accelerate/deepspeed conversion and the other is VL weight-shape mismatch." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe and MobileLLM key error are different model-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907" + ], + "soft_pairs": [ + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:44568|issue:45488", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:44062|issue:44991", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43577|issue:45072", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43257|issue:43756", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:44737|issue:45588", + "issue:42175|issue:44488" + ], + "prepared_review_unit_hash": "1ce9115eeb66c863f46288441c1eb1b4fa35f909a9a2ada2242e91d28b9a8b36", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36746, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like one duplicate set. The only strong duplicate-like pair is the Qwen video-input regression around wrong vision position ids; the rest are distinct bugs across different subsystems/models and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45701 is the broadest representative in the cluster and has the most external references, but the overall set is too mixed for a true single canonical duplicate. If one issue must anchor the cluster, this is the best umbrella candidate among the tokenization-related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best representative because it is broader, still open, and reflects a user-visible regression with multiple inbound references; it is more suitable as the cluster anchor than the many model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different failure modes and subsystems: init_empty_weights / _is_hf_initialized vs PIL image processing requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated areas: gguf loading in from_pretrained vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 config failure vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: DiaConfig token IDs persistence vs MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both involve model behavior changes, but one is Qwen3.5 hidden-states output and the other is a tokenizer/version regression; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model bugs: RTDetrV2 output divergence vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenizer/model-loading failure vs CLIPTokenizer max length constant bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 config failure vs CLIPTokenizer max length issue." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Same family name only; one is device-mapping cuda assert, the other is video-input ValueError in a different Qwen3 Omni path." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different failure mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These describe the same Qwen video-input regression in v5.3.0: wrong video/vision position handling affecting Qwen2.5-VL and related Qwen3 VL/moe models." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely different issues: CLIP bus error on macOS vs TrainerState token counting not updating." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different import/install problems: missing TensorFlow backend in a torch install vs missing Qwen2.5-VL symbol import." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input issues, but the model families and reported failures differ; not enough evidence they share one concrete code-path bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different areas: device_map/offload loading failure vs CLIPTokenizer model_max_length constant." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is Qwen3OmniMoe ValueError and the other is Qwen3-VL embedding StopIteration; different model paths." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-related, but one is AddedToken keyword duplication and the other is a specific model tokenizer load failure; not clearly the same defect." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different loading errors: missing PyTorch dependency vs a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: DeepSpeed ZeRO3 deque error vs an overly bumped minimum PEFT version." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "No overlap in bug surface: DeepSpeed training weight-dimension error vs tokenizer slow/fast inconsistency." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they involve different models and different inference/loading paths; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: model loading regression vs repository file listing not forwarding revision." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: MobileLLM key error vs init_empty_weights unexpected argument." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Completely different issues: missing PyTorch vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific bugs: Qwen3 MOE weight conversion under accelerate+deepspeed vs Smollm3 RoPE layer selection." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/loading paths: Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading broken." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-model issues, but the architectures and symptoms are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different failures: Apple Silicon TypeError in caching warmup vs Qwen3VL weight_only loading error." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: XLNet positional encoding device placement vs flash-attention crash on sink-less models." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different bugs: install extras backend composition vs inability to load a specific model." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and appropriately cautious about the cluster being heterogeneous. The one accepted soft pair (44479/45381) is supported by very close title overlap around the same Qwen video-input regression, and the other pair verdicts stay conservative. The note that 45701 is only an umbrella anchor, not a true canonical duplicate for the whole set, is also appropriately hedged." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 20, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44493", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46050", + "issue:46121", + "issue:46202" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:34567|issue:36331", + "issue:43756|issue:45325", + "issue:44291|issue:44821", + "issue:43906|issue:45381", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43643|issue:45375", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:44514|issue:45381", + "issue:44493|issue:46050", + "issue:43906|issue:46202", + "issue:43452|issue:43577" + ], + "prepared_review_unit_hash": "3e2e465d237e7b58702eae37a45c895d091caf28db5d6f23e3d88c63df4d3210", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35362, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, config, processor, trainer, model-loading, and multimodal regression reports across unrelated code paths. I do not see any strong duplicate groups, so all soft edges are rejected.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45920 is the broadest umbrella-style report in the set: it describes a cross-model AutoTokenizer regression affecting multiple model families, with inbound references and an active repro narrative. It is the best single issue to anchor the cluster, though the cluster is not truly a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most globally suitable representative because it is broad, recent, and regression-oriented across several models, making it a better catch-all than the many narrow one-off bug reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a HF-vs-JAX discrepancy and the other is a bad AutoModel/pipeline output report; too little evidence they are the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Completely different code paths: tied lm_head weights in Mistral3 vs StaticCache sequence-length typing." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different failures: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve Trainer APIs, but one is token counting state not updating and the other is a custom compute_loss signature break; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/vision modeling, but they affect different models and different logic (Smollm3 layer dropping vs Qwen2.5-VL temporal position scaling)." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized argument handling vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The first is only an isolated reproduction of another issue; the second is a specific Qwen2.5-VL video position_id bug. No direct evidence they are the same defect." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken argument duplication vs Mistral regex patch expecting backend_tokenizer." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both concern RoPE/config handling, but one silently loses rotary_pct on reload while the other errors on JSON-loaded list validation; different failure modes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal model issues, but one is a janus generate-image test failure and the other is a Phi-4-multimodal load failure; not enough to treat as the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: image processor torchvision dependency regression vs tokenizer regex patch crash." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading/tokenizer/model-pretrained flows, but the affected models and reported symptoms differ; no clear shared underlying bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is a Qwen3.5 save_pretrained key serialization issue; the other is a broad AutoTokenizer token-ID regression across multiple models. Different concrete defects." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading MobileLLM-125M vs missing Float8 storage type during load are distinct loading failures." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto_mappings references are unrelated maintenance/CI issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config field loss, but one is generic trust_remote_code AutoConfig missing fields and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict handling; not proven same root cause." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config problems: num_labels propagation in Qwen3.5 vs strict config blocking granite_speech loading." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated issues: DeepSpeed training weight dimensionality error vs LayoutLMv3 box-information error messaging." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch in v5 vs Qwen3.5 incorrect checkpoint save_pretrained behavior." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model-path bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 load crash and trainer.evaluate-after-train failure are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL/processor problems: apply_chat_template batching crash vs video vision_position_ids bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading and sinq quantization save/load breakage are not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both mention reproduction/roundtrip style failures, but one is tied to an external issue reproduction and the other is a Gemma pipeline token roundtrip issue; insufficient evidence of identity." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model-loading gguf_file breakage and Blip2 dtype handling 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": 18, + "review_unit_index": 21, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:43688|issue:43749", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:30064|issue:33666", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:44484|issue:44704", + "issue:28282|issue:35141", + "issue:45542|issue:46178", + "issue:44464|issue:44743", + "issue:44514|issue:45290", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:45491|issue:46002", + "issue:43688|issue:45701", + "issue:44464|issue:44977", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "015ef7db05950824ff770608c43992450e9e02d4ab9647297eb41a7c03244c2f", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates here: the soft pairs mostly share broad subsystem terms, but each pair appears to be a different bug, model, or code path.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical representative; this set is heterogeneous and the soft pairs do not look like the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues stands out as a safe global canonical choice because the topics are unrelated and the overlaps are only superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading regression; different model path and symptom." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent while the other is translation model behavior in v5." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading failure for AutoTokenizer/AutoModel vs offline model_info call in mistral regex patch; different failure modes." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import error from missing ReasoningEffort vs Windows/ROCm torch.distributed dependency issue." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latents mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated generation/codec bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer/images regression in v4.57.5 vs Kimi-K2.5 tokenizer codec regression in v5.4.0." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing vs Qwen2-VL multi-GPU training; different components entirely." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error vs Trainer gpu_broadcast NoneType error; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error vs MacOS bus error with a CLIP model; distinct runtime problems." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train failure vs Gemma4 device_map forward device mismatch; different paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs MLukeTokenizer AttributeError; unrelated tokenization bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 vs processor.tokenizer regression; different model families and symptoms." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; different tokenizer issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard size question vs AutoProcessor cached_file kwargs bug; not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import missing vs embeddings reinitialized after resize in post_init; unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Undefined tf backend when only tensorboard is installed vs tensorflow_text backend mapping error; different backend setup problems." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled forward chunked generation mismatch vs Qwen3.5 recurrent state reset with cache; both generation-related but different concrete bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template crashes, but one is batched padding=False and the other is tool-call assistant messages with no content." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype not propagated vs RTDetrV2 output differences in v5; different models and mechanisms." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer mask token registration vs mdeberta add_special_tokens BOS/EOS regression; different tokenizer special-token bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error with a CLIP model; no same underlying defect." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline mistral_regex model_info call vs est-roberta tokenizer loading regression; both tokenizer-related but different root causes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0.0 vs FSDP loading regression; distinct upgrade failures." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs T5 apex FusedRMSNorm memory leak; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in MoE models vs DeepSeekV3 native implementation divergence; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs DiaConfig losing custom token IDs; unrelated tokenizer/config issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs MobileLLM-125M key error on load; different model bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention vs NaNs in classification heads on checkout/init; same symptom class, different root cause." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug vs generic tokenization changes across versions; not the same issue." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward vs Qwen3.5 flash-attention generation issue; different generation stacks." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile + SDPA failure vs DiaConfig custom token IDs lost; 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": 18, + "review_unit_index": 22, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:41720|issue:44464", + "issue:43550|issue:44361", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:44625|issue:46002", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:28218|issue:33357", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "860d5e1919ccf5569f33a78b68b642efb58e87c3c6b5e638a6de972b21a958ec", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster: the issues span many unrelated bugs across tokenizers, trainers, configs, vision/audio models, loading/saving, and inference backends. None of the soft pairs look like the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set is too heterogeneous to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; any choice would be arbitrary because the items are not duplicates of one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different model families and failures: a video-input regression versus missing `num_labels` propagation in Qwen3.5 config." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "One is a Qwen3 device-mapping CUDA assert; the other is inconsistent outputs from compiled chunked generation. Different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer task AttributeError are unrelated subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention `trust_remote_code`, but one is missing fields in `AutoConfig` while the other is removal of `is_torch_fx_available` breaking remote-code models. Not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference on B200 are different hardware/backend issues." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype loading issue and flash-attention `s_aux=None` crash are separate problems." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast `NoneType` error is unrelated to `num_input_tokens_seen` not updating." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different models and defects: dtype propagation in BLIP2 versus an MPS attention correctness issue." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` TypeError and Qwen2-VL multi-GPU training are not the same underlying issue." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load behavior, but one is tied-weight serialization by device and the other is quantized sinq persistence; too different to merge." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading for BEiT and unpacking packed weights for BitNet are unrelated loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained loading failure and Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading legacy-field bug versus OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and `GenerationMixin` import failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error on load and `AutoImageProcessor` URL loading are different loading paths and failures." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and sinq quantized save/load breakage are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug and processor/tokenizer regression are different processor behaviors." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig losing custom token IDs are separate serialization/load bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "`gguf_file` breaks model/tokenizer loading, while ScandiBERT load failure is a separate model-specific issue." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 model/pipeline nonsense output and `return_tensors` being ignored are not the same defect." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval versus incorrect auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue and `compute_loss` unexpected kwarg error are distinct trainer problems." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Missing `num_labels` propagation and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both concern missing pad-token config fields, but they affect different model configs (`pad_token_id` vs `pad_token_idx`) and lack evidence of a shared code-path bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are different kinds of issues." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer truncation and GPTNeoX rotary_pct reload behavior are both rotary-related but not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug and MacOS bus error in CLIP model loading are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example/model-processor mismatch and the other is a core HF-vs-JAX implementation discrepancy; not the same change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 23, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:43278|issue:43701", + "issue:44464|issue:45584", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44792|issue:45405", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "9f4a54354ffaa3f8d589e191ffb3435ee10c390ea3054d39ef74b41bf6c87d9c", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36003, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired items span unrelated model-loading, tokenizer, configuration, training, inference, and dependency-regression issues. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items cover many distinct regressions across different models and code paths rather than one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global issue representative: the cluster is too mixed to anchor on one issue without losing important distinctions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-load failure vs unreleased dependency version bump; unrelated symptoms and causes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug vs incorrect visual-encoder save keys; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failures; not one concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error vs flash-attention generation issue; distinct failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing multimodal token-type IDs for finetuning vs CUDA OOM in multi-GPU inference." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF/JAX implementation mismatch vs DeepSpeed gradient blow-up; different problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval vs ZeRO-3 gradient anomaly; unrelated root causes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-specific load failure vs offline hub lookup regression; overlap in loading only." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example mistakes vs processor/tokenizer API regression; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys vs CLIP text-model structure change; different model internals." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer count bug vs feature-extraction length helper bug; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage vs serialization inconsistency for lm_head.weight; different paths." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing config token IDs after v5, but for different configs/fields and not one concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both touch Qwen3 MoE loading, but one is weight conversion with accelerate/deepspeed and the other is dev-version loading failure." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU OOM vs PLE device mismatch during forward; different runtime issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Mac bus error on CLIP vs Qwen2-VL multi-GPU training; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id loss vs composite config text_config unwrapping; different loading bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load token-ID loss vs tokenizer AttributeError on tasks; distinct failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup error vs flash_attn import key error; unrelated environment/runtime issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading issue vs CPU-offload device mismatch; different subsystems." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class vs missing Float8 storage object; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change vs resume-from-checkpoint key mismatch; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs empty-transcription handling in Whisper; different behaviors." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in config vs unexpected init_empty_weights argument; separate API regressions." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP load OOM vs unreleased PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU-offload device mismatch vs stale GraniteSpeech CI test; not the same issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained preset load failure vs tokenizer special-token registration bug; different code paths." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure vs dependency version bump; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs vs unexpected position-id keys; different models and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 24, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:42490|issue:43696", + "issue:29942|issue:30333", + "issue:45406|issue:46121", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:44521|issue:45290", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44186|issue:46192", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:45381|issue:46209", + "issue:43295|issue:43450", + "issue:44554|issue:46365", + "issue:43295|issue:44610", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "ab166785a63c90df50b324a7f545559cd811dc8959fcf37ae8f314ce4bfa55a7", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "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 spanning tokenizers, serving, multimodal processors, quantization, attention, and training/runtime bugs. There is no strong cluster-wide duplicate pattern; the only near-duplicate I\u2019d treat as the same underlying regression is the Gemma4Processor/tokenizer `_tokenizer` breakage.", + "confidence": 0.45, + "canonical_issue_reason": "Issue 43295 is the best anchor because it captures the broader Gemma4Processor tokenizer regression, and issue 45406 looks like the same underlying `_tokenizer`/processor API break manifesting in `transformers serve`.", + "canonical_pr_reason": null, + "best_issue_reason": "43295 is the most representative single issue in the only credible duplicate pair; it is broader than the serve-specific crash in 45406.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load of a quantized model; different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling and quantized model serialization are unrelated code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is continuous batching with multimodal models and the other is KV-cache continuation indexing; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash-Attention CI failures and MLFlow reporting after failed training jobs are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor `_tokenizer` crash and RoPE validation list handling are different areas." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` NoneType errors do not share the same bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and TrainerState token counting are separate issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and PyTorch version gating for AuxRequest import are different problems." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import key error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are distinct issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is multimodal assistant masks and the other is tool-call/no-content crash; different failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 token-type defaults and PLE device placement are separate Gemma4 bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and `return_tensors` being ignored are different tokenizer bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash attention import failure and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 output_hidden_states behavior are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch and `return_tensors` override behavior are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 B200 inference are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Gemma4 processor/tokenizer regression and batched video processor shape bug are different code paths." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer with datasets installed are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Gemma4 processor/tokenizer regression and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors and `return_tensors` being ignored are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Gemma4 processor/tokenizer regression and quantization offloading behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 25, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "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:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:45520|issue:46178", + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:41720|issue:46209", + "issue:43388|issue:43526", + "issue:42490|issue:43493", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:45290|issue:46326", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:38175|issue:45412", + "issue:43262|issue:43450", + "issue:45759|issue:46285", + "issue:44514|issue:44521", + "issue:45520|issue:46170" + ], + "prepared_review_unit_hash": "46883545a4884edebf4bf84c19449dc80c30ffdb4f4e965c36fa1c5d2db37da7", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36809, + "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 bug reports that only share broad topical similarity (tokenization, chat templating, model loading, multimodal models). I did not find any pair that clearly describes the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44521 is the best representative because it is broad, active, and well-referenced, and it sits in the most coherent subtheme here (chat-template/multimodal tokenization bugs).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 has the strongest combination of scope and relevance: it describes a concrete bug in `apply_chat_template` for multimodal inputs, has multiple inbound references, and is broader than the more narrowly scoped neighboring reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but one is StableLm config padding metadata and the other is a generic transformers>=5.1 loading failure for a specific model; no clear shared code-path bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing `pad_token_idx` in one config versus meta-device loading regressions in another." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model behaviors." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` is a different bug from CLIP text-model structure inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import guard/backend mapping issues, but for different backends and different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse after vocab extension; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are different training/runtime problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and model families." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal model bugs, but one is about default `mm_token_type_ids` and the other about RoPE temporal scaling." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shapes and tensor-parallel OOM are unrelated issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing `pad_token_id` symptoms, but in different configs/models with no evidence of a shared root cause." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime-specific failures: CUDA assert on A800 versus FP8 inference failure on B200." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metric-gathering for training/eval and the other is image processor label reduction." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 failure and a Qwen2.5-VL import error are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing model class and incorrect detokenization are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift in evaluation and MoE training memory usage are different problems." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one is a crash on tool-call assistant messages and the other is a `continue_final_message` issue for a different tokenizer path." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Label reduction in BEiT image processing and `return_tensors` being ignored are different preprocessing bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "These are related only at a very high level (SigLIP2 correctness); one reports zero probabilities, the other a broader HF-vs-JAX discrepancy, with no clear same bug evidence." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech/tokenizer failures in different models and APIs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability collapse and RT-DETR memory leak are unrelated model issues." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video output shapes are different processor bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency do not share a concrete code path." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are `apply_chat_template` issues in Qwen2.5-VL, but one is a batching/padding crash and the other is incorrect assistant mask generation; too different to treat as the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash-attn import handling and Windows ROCm torch.distributed dependency errors are unrelated import 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": 18, + "review_unit_index": 26, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "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:43827", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44610", + "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:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:37428|issue:43425", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:44855|issue:45083", + "issue:45290|issue:45381", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:44206|issue:45823", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "229709f6ae7d9ecd0ef668af0c2a1bd5dba1b40765bc772733b5b7eceeac460e", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38966, + "estimated_input_tokens": 9742, + "estimated_eval_tokens": 19740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports across different models or subsystems. The only clear near-duplicate pair is issue:45310 and issue:45478, which share the same title, model family, and transformers>=5.4.0 `from_pretrained` regression context.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the earlier report in the Qwen3.5 MoE `from_pretrained` pair and is the best anchor for that near-duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it is the earlier of the near-duplicate pair and has the same title/model context as issue:45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-utils related, but they point to different missing helpers and different breakages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failures: processor input-size mismatch vs AMP/CUDA loss crash." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "The failures are in different code paths and do not look like the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent conversion mismatch and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they describe different API/documentation mismatches." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and different observed behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "These are distinct bugs in different models/components." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe output-length behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and Trainer NoneType broadcast errors are different failures." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention import and a broad Torch 2.10 compatibility issue are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: Pegasus output regression vs qwen3_5 recurrent-state behavior." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type-id defaults and flash-attention `s_aux=None` crashes are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count overflow are distinct bugs." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different failures in different components: SwitchTransformers config vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing error and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl vision-position-id bug are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id key handling are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to the GraniteSpeech stale-device test." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LASR and Gemma4 PLE device mismatch are unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BEiT legacy-field load failure are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different causes." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Qwen3_5MoE rotary embedding CPU-offload issue are distinct." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` TypeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing falcon-mamba availability helper are different issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, and the same Qwen3.5 MoE `from_pretrained` regression context; 45478 looks like a later repeat of 45310." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example problems and position-id key warnings are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale-device CI are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different problems." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss AMP crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main conclusion is plausible, but a few claims are too strong for the packet. The data supports that issue:45310 and issue:45478 are a very close duplicate/near-duplicate pair (same title, same model family, later repeat), but not an explicit 'exact duplicate.' Likewise, 'clearest concrete bug description' and 'same failure mode' go beyond what is directly shown in the packet. Please phrase the duplicate/canonical judgment more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 27, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:10000", + "issue:15354", + "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:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:34689|issue:35141", + "issue:44360|issue:44561", + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:44448|issue:44977", + "issue:28218|issue:32090", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:41720|issue:45229", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:44977|issue:45563", + "issue:37428|issue:44987", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:43278|issue:43381", + "issue:43611|issue:46285", + "issue:45588|issue:45823", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "38ecbc68054f739bbe0edff0ddb5cb4a9bc6582f8d09f3a351084a52e027b13f", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37172, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of Transformers issue reports across many unrelated areas (tokenizers, loading/saving, flash-attn, quantization, device mapping, export, and trainer/runtime errors). The soft pairs show superficial wording overlap, but none look like the same concrete underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45920 is the broadest open regression in the set and the closest thing to an umbrella topic, since it spans tokenizer failures across multiple model families. That said, the cluster is heterogeneous, so it is only a weak canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative for the cluster because it is open, high-signal, and covers a broad cross-model tokenizer regression. It is still not a true duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: Llama model loading vs embedding resize/reinit behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "One is about a DSA/ReLU model component; the other is a v5 API removal breaking trust_remote_code models." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression across multiple models vs return_tensors being ignored in a different kwargs path." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SIGLIP2 zero probabilities and position-id key warnings are unrelated symptoms and code paths." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/AMP, but they affect different models and different inference paths." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU OOM are different problems." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; no shared code path." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "VLM iterable-dataset finetuning failure and BeitImageProcessorFast label handling are different bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs Mac bus error on CLIP loading are distinct." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as a feature-extraction length helper bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is a different issue from Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to tp-induced OOM when loading Qwen2-57B-A14B." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as Gemma4 inference OOM." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed utility breaking trust_remote_code is unrelated to a tokenizer producing wrong IDs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to the multimodal token counting video-branch bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Old DistilBERT issue and torch.jit.script generator-expression limitation are different reports." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Different import/load regressions with no shared failing code path." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP loss crash and flash_attention.py s_aux=None crash are separate runtime failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS regression is unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export support issues are unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import/load failure is not the same as the flash-attention sink-less-model crash." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is a different behavior from embedding dtype changes." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Base-model-prefix loading breakage and CLIPTextModel structure changes are related only at a very broad version-regression level." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one crashes in flash_attention.py and the other is a device-map mismatch in forward." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 processor loading, but one is a missing import and the other is a missing _tokenizer attribute in serve." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "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:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45712", + "issue:45803", + "issue:46121" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:45245|issue:45563", + "issue:25251|issue:32090", + "issue:43065|issue:43994", + "issue:43653|issue:44743", + "issue:43065|issue:45412", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:45459|issue:45712", + "issue:32090|issue:33290", + "issue:44186|issue:45198", + "issue:42490|issue:43873", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43381|issue:43701", + "issue:43421|issue:45491", + "issue:43653|issue:44442" + ], + "prepared_review_unit_hash": "9a67b0c9bae3598c6657714cc2007fc4f64dbb09d441d381be3b77cbd81b07aa", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated tokenizer, training, quantization, vision, and docs issues. None of the proposed soft edges look like true duplicates of the same underlying bug/change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the cluster does not share one underlying defect and is too diverse to anchor on a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue for deduplication: the cluster spans unrelated topics, so choosing one issue as representative would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: Python-version compatibility vs a model-implementation divergence in DeepseekV3MoE." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern generation/model behavior, but one is output drift and the other is weight serialization; not the same bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "One is a Wav2Vec2 save/tokenization failure; the other is a broad exception-handling bug in Fuyu batching. Different code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated: category-count runtime error vs stale warning in paged generate()." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder issue vs SigLIP2 bad outputs; different models and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs recurrent state reset in Qwen3.5 cache handling." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy class cleanup is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor arg regression and video-input regression affect different components and models." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading breakage is unrelated to rope validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf absent is unrelated to dummy PT class leakage." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and Adafactor/DeepSpeed OOM are different failure classes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for local paths ending in slash is unrelated to quantization offloading behavior." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for a community CLIP model is unrelated to SigLIP2 docs/example errors." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation regression are different issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Bad inference outputs for SigLIP2 are unrelated to RT-DETR memory release bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are separate quantization problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure due to ReasoningEffort missing is unrelated to protobuf exception masking." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and tensor-parallel OOM when loading Qwen2-57B are different issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression and ignoring tokenizer.json are both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model-specific correctness bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are separate training issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update bug in TokenizersBackend is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + } + ] + }, + "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": 18, + "review_unit_index": 29, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:44610|issue:45412", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:43761|issue:45859", + "issue:44625|issue:45584", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:44977|issue:45245", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:33290|issue:34689", + "issue:33290|issue:34567", + "issue:33290|issue:35141", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "3f620c3c88f5c9c984aa908fc401481184b528f008a8bcf6d52446cf1841ebbd", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35913, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad vocabulary or the same subsystem, but they describe different bugs, regressions, or model-specific failures. I would not consolidate any of the suggested pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Both mention model/runtime problems, but one is an image-size mismatch in OmDet-Turbo and the other is RT-DETR memory not being released; different failure modes and code paths." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity vs MacOS bus error on CLIP are unrelated issues; only the generic \"crash/error\" theme overlaps." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation is a model parity bug; D-FINE missing auxiliary losses is a separate training-loss issue." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error is a concrete missing symbol problem; \"Dependency issue with transformers\" is too vague and not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import failure are different regressions in different areas." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT fast image processor label reduction bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "These both involve token/label processing, but one is a BEiT fast processor label-return bug and the other is LayoutLMv2Tokenizer crashing on NER/padding; not the same code path." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resizing token embeddings are separate issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility affect different models and behaviors." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated model/processor bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are distinct loading/configuration issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and resume_from_checkpoint key mismatch are different training/runtime problems." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count limit error are not the same underlying defect." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is tensor-parallel model loading and the other is int4 quantization increasing reserved CUDA memory; different causes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction bug and LwDetrImageLoss AMP/CUDA crash are different image-model issues with no shared failure path." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and Qwen3-MoE sliding_window behavior are separate model-specific bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor unsupported center arg are unrelated preprocessing bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings under sliding-window attention are different generation/attention failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom model initialization breakage and patchtsmixer post_init policy are not the same bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens behavior involve different modules and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file load-path breakage and flash-attention s_aux=None AttributeError are separate loader vs attention integration issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken duplicate special kwarg and list_repo_files not forwarding revision 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 distinct problems despite both being version-related." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with AdaFactor in deepspeed is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer/deepspeed memory OOM and token-embedding resize reinit are different issues." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is a framework-level safety bug, not the same as DeepSeekV3MoE implementation 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": 18, + "review_unit_index": 30, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43650", + "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:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365" + ], + "soft_pairs": [ + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:42175|issue:46234", + "issue:43232|issue:43388", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:43761|issue:44188", + "issue:43720|issue:44442", + "issue:43931|issue:45216", + "issue:44077|issue:44479", + "issue:44479|issue:45290", + "issue:34689|issue:36010", + "issue:43493|issue:43827", + "issue:33290|issue:36331", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:44987|issue:46178", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:45803|issue:46365" + ], + "prepared_review_unit_hash": "294931f8b76c541d8a8ae62c44f138d0843a3cd8f357dc3e6d0948b3240d996c", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "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 mostly a loose collection of unrelated Transformers bug reports/regressions around loading, generation, configs, tokenizers, and backend availability. None of the soft-edge pairs look like true duplicates of the same concrete bug/change, so the pairwise merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the broadest, most central loading-regression report here: it names a concrete v5 model-loading breakage around `base_model_prefix`, which is more representative of the cluster than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue anchor because it is concrete, high-signal, and broadly applicable to the many loading-related complaints in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Different failures: gradient checkpointing in eval mode vs quantization/offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated domains: tokenizer loading failure vs Perceiver image classification resolution/interpolation bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel hidden_states handling; the other is generic ModelOutput key assignment." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression vs zero-loss sequence-classification bug; no shared code path." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend install/export issue vs missing import utility symbol; different underlying problems." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after GPU sync vs distributed metric gathering of tuple labels." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path slash warning vs Qwen recurrent-state reset in cached generation." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config API mismatches for different models and fields; not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading-related, but one is a specific Llama 3.2 Vision regression and the other is a broader base_model_prefix loading issue." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states omission is unrelated to attention kernel divergence under torch.compile." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate unpacking of BitNet weights vs tokenizer class loading; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape-mismatch model loading vs incorrect save_pretrained checkpoint serialization; not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init allowance vs Qwen video-input regression; unrelated model behaviors." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input preprocessing regression vs chat-template tool-call crash; distinct features." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading breakage for a specific Llama variant vs missing GenerationMixin import; separate regressions." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs outdated docs referencing pipeline(); no common bug." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM vs custom trainer compute_loss signature mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure vs bare-except handling in Fuyu tensor conversion; different failures." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure vs wrong custom module loaded after save_pretrained; both are serialization-related but not the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression for a specific repo vs missing backend mapping for tensorflow_text." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading bug vs eos_token_id config inconsistency; unrelated behavior." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading issue vs Qwen3-VL shape mismatch; different loading paths and causes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code field loss vs GPTNeoX rotary_pct not persisting; separate config serialization bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM not unwrapping text_config; related area, but distinct issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading script issue vs unrecognized model/config issue; no shared root cause." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 DebertaV2 import parsing error vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Non-bug placeholder issue vs Gemma pipeline roundtrip failure; unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor conversion exception handling vs Trainer import conflict with datasets; different subsystems and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 31, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170" + ], + "soft_pairs": [ + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43575|issue:43742", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:43295|issue:44871", + "issue:43316|issue:44877", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:45803|issue:46170", + "issue:43761|issue:44479", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:32090|issue:35141", + "issue:44617|issue:45584", + "issue:43504|issue:45698" + ], + "prepared_review_unit_hash": "fde605b1e813c6e3078c7dea21f64f012001df236d145f3480668268e142fa31", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be the same underlying bug or change. The cluster is a set of loosely related Transformers issues with broad topical overlap (v5 regressions, model loading, processor behavior, config quirks) but distinct root causes and fix paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the items span unrelated subsystems and symptom patterns, so forcing a canonical issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative for the cluster because there is no coherent duplicate set; at most they are thematically similar Transformer bugs, not one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both involve v5 regression messaging/processor behavior, but one is a processor/tokenizer API break and the other is a pipeline help-text issue for translation tasks; different bugs and fixes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention SAM 3/video, but one is a dummy Conv2d implementation detail in Sam3PixelDecoder and the other is CUDA OOM in Sam3Video; not the same code-path problem." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to an ImportError about missing PyTorch for AutoModel." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and tp loading OOM for Qwen2-57B are different failure modes and different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch during resume." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance for patchtsmixer is a model-construction policy issue, while junk non-persistent buffers is a broader v5 buffer initialization regression." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a large model with tensor parallelism is unrelated to a key error while loading MobileLLM-125M." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VL batched apply_chat_template crash are distinct multimodal preprocessing bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch involve different configs and different failure mechanisms." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated generation/config bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression and Gemma-3 eos_token_id config mismatch do not share the same underlying defect." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig discrepancy and strict config blocking granite_speech loading are different config-validation issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tie-weight bug is unrelated to Ministral-3 FlashAttention failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels is a Trainer/metrics batching bug; auxiliary loss normalization in OLMoE/GPT Oss is a model-loss computation issue." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion swallowing interrupts is unrelated to Windows/ROCm torch.distributed import/type errors." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen vision/video input regression are different model families and different forward-path bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection and Sam3Video missing fpn_position_embeddings are unrelated issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and qwen3_5 recurrent state reset are both caching-related but affect different mechanisms and code paths." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and quantized-model save/load breakage with sinq are unrelated serialization/config problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage and GPTNeoX rotary_pct reload bug are different initialization/config persistence issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breakage in tokenizer/model loading is unrelated to an unrecognized model type error from a missing config field." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different training/data-prep bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "NoneType GPU broadcast error in Trainer and output embedding reinitialization after resize are unrelated training/model-setup issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty transcription regression are different models, different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Beit legacy-field loading failure and wrong custom module loaded after save_pretrained are distinct model-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 32, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43644", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43572|issue:46178", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:44464|issue:45563", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:35141|issue:42490", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:44462|issue:45907" + ], + "prepared_review_unit_hash": "ddf68a64e942e575a7c501f45a6694de88c4b68496ae6a6f4a42a0c957aae710", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated closed issues. The only clearly recurring theme is a Transformers v5 non-persistent-buffer regression, but none of the provided soft pairs are true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43644 is the strongest root report for the only clearly repeated bug pattern here (v5 non-persistent buffers), and it predates the later reworded duplicate-style report 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best representative issue because it states the shared regression most generally and appears to be the original report rather than a later variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated backend/config typo vs TensorFlow-text backend mapping error; different code paths and symptoms." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend handling is a different import-utils issue than the missing Falcon Mamba availability helper." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate warning is not the same bug as Whisper failing on empty transcription after special-token alignment." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing-loss omission are separate model behavior bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues do not share the same root cause." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/tie-weight problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload regression are distinct config/state bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings entries for removed Sam3LiteText configs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale num_return_sequences warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as Siglip2 producing bad outputs through AutoModel/pipeline." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different problems." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/reinit bug is unrelated to import warnings from loading a local model path with a trailing slash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and category-count limit are completely different failures." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal inputs, but assistant mask generation and vision_position_ids are different code paths and bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "The former is the non-persistent-buffer junk regression; the latter is a GPTNeoX config reload issue." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression and an IndentationError from torch.jit.script parsing are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba SDPA torch.compile failure is unrelated to local dataset loading in the no-trainer script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import-utils availability symbol." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig has nothing to do with Python 3.13 import parsing." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and granite_speech strict-config loading are different configuration concerns." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is a different bug from Qwen3.5 saving incorrect visual encoder keys." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repo/file-resolution problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 33, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:43540|issue:44734", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:46082|issue:46121", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:41950|issue:44016", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:36246|issue:38617", + "issue:43479|issue:45375", + "issue:43643|issue:44496", + "issue:44016|issue:44220", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:43976|issue:44987", + "issue:42907|issue:43441", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "24638b01695276e93dc34ab8a4a28d7848e540200d4a503a9e235de4c56d40bc", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37002, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad themes like import errors, config bugs, or CI failures, but not the same concrete root cause. I would not merge any of the candidate pairs as duplicates. As a weak canonical anchor, issue 41628 is the clearest broad, user-facing core import regression among the set.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41628 is a concise, high-signal core import failure affecting the top-level Transformers API, which makes it a reasonable anchor among this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the best representative because it is clearly reproducible, user-facing, and impacts a broad import path rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failure surfaces: video-input processing for Qwen3OmniMoe vs KV-cache continuation in transformers serve." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers config handling vs local dataset loading in an example training script." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different code paths and symptoms: XLNet device placement in positional encoding vs Fuyu batch tensor conversion exception handling." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they describe separate breakages in different files/models with different root causes." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different symptoms; one is multi-label classification output, the other is image-classification dataset loading." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Separate config-validation bugs: head_dim divisibility in LlamaConfig vs JSON-loaded rope-ignore-key type handling." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to missing TensorFlow backend installation." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and behaviors: Gemma4 embedding resizing vs Whisper empty-transcription generation." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A processor/tokenizer regression is not the same bug as Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality overflow is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue text does not match the audio feature extraction bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they target different symbols and different modules; not the same underlying regression." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific bugs: weight tying in Mistral3 vs checkpoint saving in Qwen3.5." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER batching are not the same as serve-side KV-cache indexing failures." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related only loosely; they are not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific TensorFlow extra installation issue vs vague dependency issue; no shared root cause is evident." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline logic bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is a version-check bug for AuxRequest import." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Completely different models and failure modes: SigLIP2 zero probabilities vs Sam3 pixel decoder dummy Conv2d." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; not the same exported symbol regression." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs affecting different model families and fields." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields with trust_remote_code; the other is an unrecognized model/config missing model_type. Related area, but not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to the audio feature extraction issue." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code problems: an API removal breakage vs a cache-path collision for local models." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve-side KV-cache indexing and local-model cache-path collisions are separate bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Broad Python-version compatibility failure is not the same as a specific model load failure on a newer Transformers version." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures are different Ministral-family bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-loading regression is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references 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": 18, + "review_unit_index": 34, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:45372|issue:46234", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:44016|issue:44062", + "issue:44075|issue:44368", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:43650|issue:46209", + "issue:45335|issue:45584", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44521|issue:45325", + "issue:43299|issue:45357", + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:44351|issue:45278", + "issue:39692|issue:43901", + "issue:41950|issue:45020", + "issue:43295|issue:44779", + "issue:43479|issue:43525", + "issue:41950|issue:45823" + ], + "prepared_review_unit_hash": "eab7a690b9f3195e6e3823c9155ebd3d07742353130d7fdb47a461ac0cda2417", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of Transformers issues (tokenizers, multimodal configs, imports, checkpoints, docs, and runtime regressions). The soft pairs look superficially similar in theme, but they do not share the same concrete code path or fix, so none should be merged as duplicates.", + "confidence": 0.44, + "canonical_issue_reason": "issue:44521 is the broadest, most user-facing open issue in the set and has the strongest cross-cutting impact, but the cluster is too diverse to treat it as a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue by scope and activity, but it still only covers one multimodal bug and does not unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a docs mismatch about return_all_scores. Different problems and fixes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer regression and a t5gemma embedding resize bug are unrelated code paths." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules and different loaders." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config vs PIL image processor torchvision dependency; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific Ministral-3 failure and the other is a sink-less s_aux=None crash in a different code path." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-argument duplication are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args not used is unrelated to the tie_word_embeddings warning in a Qwen LoRA setup." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained checkpoint corruption are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs about return_all_scores do not overlap with a model import/config 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": "Missing Qwen2_5_VL export and missing image_utils import are different symbol/export issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility problem and a generic dependency issue are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and AutoModelForCausalLM text_config unwrapping are different loading paths." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue title and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate failures." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing and a mistral_common import breakage do not share a code path." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router-logits load-balancing loss and mm_token_type_ids defaults are different model-loss/config bugs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are completely different runtime problems." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is rope index scaling; different code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen3.5 visual encoder save_pretrained bug are separate regressions." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and MIN_PEFT_VERSION bump are not the same underlying defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite tokenizer regression are model-specific, not one shared bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import and broad import errors after upgrade are related only at a very high level, not the same code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to a TextClassificationPipeline docs note." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code compatibility breakages are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression and Deepseek tokenizer incorrectness are separate model-specific bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config handling and Llama4Config pad_token_id attribute absence are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline image-processor lookup and Gemma4 PLE device mismatch are different subsystems." + } + ] + }, + "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": 18, + "review_unit_index": 35, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45276", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:43299|issue:43854", + "issue:43976|issue:45405", + "issue:44683|issue:45542", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:33290|issue:45656", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:43673|issue:43761" + ], + "prepared_review_unit_hash": "b5041212007dbe73ef6cfba648f7b2457667874926ae4f1564c5205c142cfe1f", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36012, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not appear to contain true duplicates; the soft pairs are mostly broad theme matches rather than the same bug/change. It looks like a noisy mix of unrelated Transformers issues, with tokenizer/loading bugs being the closest recurring theme.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 44462 is the clearest generic tokenizer-loading regression and the most broadly phrased among the tokenizer-related reports. That said, the cluster is too heterogeneous for a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best umbrella representative because it is concrete, user-facing, and closest to the small tokenizer/loading subtheme that appears in several nearby reports. It is still not a duplicate of the soft-edge candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions in v5, but they involve different models and different failure modes, so they are not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "One is a Python version/runtime compatibility problem; the other is a packaging dependency version bump. Same general area, but not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely unrelated: torch flex_attention compilation vs TensorFlow backend installation." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "The first is not a concrete bug report, while the second is about AttentionInterface.register behavior. No shared underlying defect." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizer loading, but one is ignoring tokenizer.json and the other is a Mistral regex patch crash. Different code paths and fixes." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer persistence/loading, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json. Not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug vs a generic dependency issue; no overlap in underlying problem." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs repository file listing not forwarding revision; unrelated subsystems." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch Gemma4 embedding-related behavior, but one is serialization inconsistency and the other is resize_token_embeddings propagation. Not a single bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific inference failures with no shared code-path indicated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized loading with device_map/offload. Related broad area, but distinct bugs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic. No meaningful overlap." + }, + { + "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 stepping. Different concrete defects." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI cleanup issues, but one is stale auto_mappings config references and the other is leftover dummy classes. Not the same underlying change." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs a performance regression after upgrading Transformers. Unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Both involve loading/saving around Gemma4/processor flow, but one is missing saved processor files and the other is a zero3 from_pretrained issue. Not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both are model architecture issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver interpolation failure. Different models and paths." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon precision issue vs torch.split return values in a MoE indexer; no shared defect." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior. Unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model regressions: CamemBERT masked LM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure on a specific model vs compiled flex_attention torch version failure. Similar jargon, but distinct issues." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs incorrect SIGLIP2 pipeline outputs. Same pipeline area, but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Torch backend installation issue vs Python version incompatibility. Different root causes." + }, + { + "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 for multimodal inputs. Different behavior and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression vs ESM2 model breakage. Not the same underlying issue." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression vs CLIP vision hidden_states regression. Both are v5 regressions, but different APIs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 36, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:46132" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:45003|issue:45561", + "issue:36246|issue:44351", + "issue:44779|issue:45292", + "issue:44242|issue:44857", + "issue:43352|issue:45250", + "issue:44295|issue:44749", + "issue:43673|issue:44561" + ], + "prepared_review_unit_hash": "7bda4b02b117afbef3afaf93c1de5531bfba48d6013d16be8859750c55976212", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are separate transformers regressions or model-specific failures, not true duplicates. The closest representative thread is the v5 compatibility/loading breakage area, but no single issue cleanly covers the whole set.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 44561 is the best umbrella representative because it describes a concrete v5 regression in the core loading path and is closest in theme to several other import/load compatibility failures in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44561 is the strongest global representative for this cluster: it is concrete, central to transformers v5 compatibility, and more representative than narrow model- or doc-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Both are user-facing failures, but one is a Qwen2.5-VL import error and the other is a Python-version compatibility issue; different root causes and code paths." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor shape mismatch and video OOM are different bugs; they do not indicate the same underlying fix." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to the Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a GLM-4v-9b loading failure are distinct model/config issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config/loading, but one is a missing config attribute and the other is missing fields from trust_remote_code AutoConfig; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "These are different import-time/backend problems in different packages, with different failure causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility are separate issues." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Qwen3.5 chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal formatting output and a wrong docstring are not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE and version regressions, but one is LoRA compatibility on hf4.x/hf5.x while the other is Qwen3VL MoE loading on v5.0.0.dev0; too different to merge." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale generate() warning are unrelated behaviors." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance and unrecognized model config are different problems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer read error is not the same as a Gemma-4 ZeRO3 loading failure." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are about missing losses, but they involve different models, flags, and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5-35B chat crash are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are separate regressions." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and _torch_extract_fbank_features() are different pipeline bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness is unrelated to the eos_token_id configuration inconsistency." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols and different dependency/version issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist captured_info.txt race are different concurrency problems." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-name import failures, but the missing exports are different and there is no evidence they share one fix." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness on v5 and resize_token_embeddings not updating output embeddings are distinct model behaviors." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "A missing auxiliary load-balancing loss and a float16 AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron-specific Flash Attention support and a generic Flash Attention 2.0 issue are not the same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer read error and a performance regression after upgrading are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked_prefill and removal of is_torch_fx_available breaking trust_remote_code models are different regressions." + } + ] + }, + "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": 18, + "review_unit_index": 37, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:43901|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:43232|issue:44336", + "issue:43065|issue:43408", + "issue:44987|issue:45459", + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:44188|issue:46202" + ], + "prepared_review_unit_hash": "2dfddfb91c238b911004496f5505dc25c31427622a4004f3146de816458b0060", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning tokenizers, multimodal/video models, DeepSpeed, config validation, docs, and general loading regressions. None of the soft pairs look like the same underlying fix target.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the strongest representative bug report: it clearly describes a concrete regression, has broad user impact across several related model families, and is more substantive than the narrower or more ambiguous reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best standalone issue because it is specific, high-signal, and broadly scoped without being vague; it is the clearest candidate for triage or linking as a regression anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different failure modes: ESM2 is broken vs Gemma 4 mm_token_type_ids defaulting. Not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import/export issue for Qwen2.5-VL image processor is unrelated to a ZeRO3 BertModel indexing crash." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading for Olmo-Hybrid is not the same code-path as sys.modules access in modeling_utils." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Model deletion memory leak and partial-batch masking behavior are unrelated bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen composite configs, but one is a missing config field and the other is from_config unwrapping logic; not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and slow import timing are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed/accelerate, but one is weight conversion and the other is an empty deque crash; different failures." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating output embeddings is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior is unrelated to tokenization changes across versions." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to the missing deepstack_visual_indexes field in Qwen3.5MoeVisionConfig." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update logic after sync_gpus is unrelated to ANSI code emission in loading_report." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but dummy Conv2d behavior and a model-type warning are distinct issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for a specific repo and tokenizer exception masking are not the same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer crash and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization and t5gemma resize_token_embeddings not updating decoder.embed_tokens are different issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma 4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 Video missing output attribute and Qwen3OmniMoe video input ValueError are different model-path bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A Qwen video regression and a Windows/ROCm torch.distributed import issue are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained and deepspeed double optimizer.step() are different bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "/v1/chat/completions request rejection and Gemma roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque crash and SAM3 auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings in Qwen3.5 fine-tuning is not the same as a flash-attention generation bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None AttributeError are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma \u2581 roundtrip failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46326" + ], + "soft_pairs": [ + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:43673|issue:44734", + "issue:43065|issue:46123", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:45406|issue:46202", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:43723|issue:46326", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "fb384dd5d7ea6fcca52c68ee1f480b29773369ca1254113f6eb34fa5db361dd9", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct bug reports around Transformers v5 regressions, model-specific loading issues, and tokenizer/processor edge cases. The only clear duplicate family in the provided soft pairs is the repeated Qwen3.5-Moe from_pretrained failure reports.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the cleanest representative for the duplicate Qwen3.5-Moe from_pretrained regression: it is specific, directly names the failing model/version combination, and matches the later repeat reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate because it anchors the one obvious duplicate set in this batch and states the concrete failure mode clearly enough to serve as the canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different problems: a tie_word_embeddings warning during LoRA fine-tuning vs a stale warning in paged generate()." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model loading shape mismatch for Qwen3-VL vs a tokenizer/config warning on Qwen3.5 fine-tuning; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech vs Windows/ROCm import failure from torch.distributed dependency; unrelated root causes." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but one is a v5 cache missing issue and the other is a serve/KV-indexing crash; not the same concrete defect." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs MaskGenerationPipeline final partial batch dropping results; unrelated code paths." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to the Windows/ROCm torch.distributed import issue." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs processor.save_pretrained missing files; similar area, but different failure modes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash vs Kimi tokenizer codec/regression warning; different subsystems and symptoms." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is not the same as the Chinese performance regression after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom model initialization breakage vs ESM2-specific breakage; too broad and different underlying failures." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs optimizer step called twice with deepspeed; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files has no overlap with deepspeed double optimizer stepping." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation internals, but sync_gpus kwargs handling and chunked_prefill cache missing are distinct bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to the Transformer upgrade performance regression." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug vs docs still referencing removed pipeline() API; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; no evidence of same underlying issue." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different model lifecycle problems." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformers v5 bug and processor.save_pretrained missing files do not describe the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder missing attribute vs missing fields in AutoConfig with trust_remote_code; different object-construction issues." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different SAM3/Qwen2.5-VL vision-model bugs with different missing/incorrect fields." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error for AutoModel vs Sentence Transformers hanging on load; different failure classes." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor missing _tokenizer in serve vs Gemma pipeline roundtrip failure on \u2581; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings API warning is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import error and image_utils non-existent import are both import-related but not the same missing symbol/path." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-Moe from_pretrained failure on transformers>=5.4.0; same model, same symptom, and one fix could plausibly cover both." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 is unrelated to continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure vs Llama4Config missing pad_token_id are separate model/config issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention mask construction bug is unrelated to MaskGenerationPipeline partial-batch handling." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "These appear to be the same Qwen3.5-Moe from_pretrained regression on transformers>=5.4.0, just reported with different wording." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only clear duplicate family identified is the Qwen3.5-Moe from_pretrained reports, and the other soft-edge rejections are well supported by the titles. The one mildly broad accept (45310 vs 45375) is still defensible as a likely same bug family rather than a strong overclaim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43673|issue:44188", + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:30333|issue:33290", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568" + ], + "prepared_review_unit_hash": "ac5b0d472616869b5d0903518fff108e441de4aed95a788cb3f8d8cda92a1b75", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37194, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import regressions, model-loading bugs, training/runtime issues, tokenizer changes, and quantization problems. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report (42673/43704); all other soft pairs appear to be different underlying bugs or features and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the best canonical issue for the only true duplicate pair here: it is the earlier, more complete report of the Qwen3ForCausalLM VRAM leak, and issue:43704 is the same bug re-reported later.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to anchor the duplicate group because it is the original, detailed report with the clearest reproduction for the shared VRAM leak bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems: Mistral tokenizer regex patching vs auto-docstring parsing with future annotations." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different concrete problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after GPU sync is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same bug and identical title: both report Qwen3ForCausalLM leaking VRAM when used across multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (`AutoImageProcessor` vs `HybridCache`) and likely different export paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption is a different bug from Qwen3_5 looping on a specific image." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "One is FP8 `save_pretrained` serialization, the other is Qwen3.5 MoE `from_pretrained` loading." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to importing `Qwen2_5_VLForConditionalGeneration`." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but the titles point to different versions and failure modes; not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Missing `GenerationMixin` export and missing `AutoImageProcessor` export are separate import regressions." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is not the same as FP8 `save_pretrained`/MoE serialization." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to attention-kernel branching under torch.compile." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "`_update_model_kwargs_for_generation` after GPU sync is a different code path from a failing Janus image-generation test." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backends missing TensorFlow is unrelated to leftover dummy classes leaking into `dir(transformers)`." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to the xdist race on `captured_info.txt`." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to the testing-utils race condition." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch from padding-mask support is a different bug from missing load-balancing loss when router logits are off." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field loading failure for Beit semantic segmentation is unrelated to the xdist file race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow extra/backend installation and a missing `image_utils` import are different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and model/tokenizer code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility is unrelated to the missing `image_utils` export." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading stall and token-embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluate has no connection to the ZeRO3 deque pop error." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose model loading and Gemma 4 `mm_token_type_ids` defaults are different model-family issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on `processor.save_pretrained` is a save-path bug, not the same as Qwen3.5 MoE `from_pretrained` failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization with `None` values is unrelated to Whisper timestamp decoding crashing on a trailing replacement character." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after training failure and DeepSpeed Adafactor OOM are different training issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig defaulting behavior is unrelated to `ModelOutput` key assignment semantics." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but they are different concrete failures affecting different models and tokenization steps." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import `nn` NameError and a missing Qwen2.5-VL export are separate import problems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic AutoTokenizer loading in v5 and mDeBERTa special-token insertion are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only exact duplicate by title is issue:42673/43704, and the rest of the pairwise rejections are conservative based on clearly different titles/subsystems. I don\u2019t see any soft-edge verdict that overstates sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 40, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305" + ], + "soft_pairs": [ + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:44190|issue:46082", + "issue:43122|issue:46209", + "issue:45071|issue:46082", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:22355|issue:28282", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:43232|issue:45834" + ], + "prepared_review_unit_hash": "bb7e4136ee9c66eb57c529c69a64c78be42f9751fe3e2d03bb7f7aabc659273c", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37537, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches across unrelated issues. The only loose thematic cluster is several tokenizer-v5 regression reports, but the specific models, symptoms, and root causes still differ enough to reject duplicates.", + "confidence": 0.56, + "canonical_issue_reason": "issue:42898 is the broadest and most central-looking report among the set, covering a general tokenizer behavior regression in v5 that is closest to several of the similar-looking tokenizer reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best representative of the only noticeable theme in the set (v5 tokenizer regressions), even though it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but this is a general cleanup-space behavior change while the other is DeepSeek-specific incorrect output; different bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi codec/fix_mistral_regex regression is a different tokenizer path than clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to the auto_docstring future-annotations AttributeError." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image patch counting and remote-code meta-init incompatibility are different multimodal loading failures." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and set_training doc parameter mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args not being used is a runtime behavior bug, not the documentation typo in set_training." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning logic and missing _tp_plan are distinct Qwen3.5-Moe issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read failure and deepspeed double optimizer step are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is a general cleanup-space change and the other is Pegasus output drift; not clearly the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT minimum version bump and leftover dummy-class cleanup are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save/inference issues are unrelated to tokenizer_config.json class metadata mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Image_utils import failure and dummy_pt_objects cleanup are different import-surface problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and deepspeed optimizer-step duplication do not share a code path." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default vision/audio config initialization and non-persistent buffer junk are different model-init regressions." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained/moe and processor.save_pretrained missing files are both save-related but not the same underlying issue." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting after failed training and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor save_pretrained file emission are different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and attention registration behavior change are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow tracking and CustomTrainer.compute_loss kwarg incompatibility are different training issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output differences across v5 and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim rejection are different validation paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting bug and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and MLflow reporting on failed training are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "transformers.onnx import failure and missing PyTorch dependency error are different import problems." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute and Moonshine streaming mask off-by-one are unrelated model bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5-Moe from_pretrained error are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor and missing is_offline_mode are separate import-name issues from different packages." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center arg in feature extractor and future-annotations docstring crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issue and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug and Moonshine sliding-window mask off-by-one are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index error are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328" + ], + "soft_pairs": [ + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:43723|issue:44871", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:42757|issue:45278", + "issue:42831|issue:45753", + "issue:43232|issue:45593" + ], + "prepared_review_unit_hash": "6e54c57b9be778bfedc5421b6a6fe3ff6fd4932c5b7f5880cf75554be94ec036", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the suggested pairs share broad themes like tokenizers, configs, imports, or saving/loading, but they do not describe the same concrete bug or change. I would reject all soft-edge duplicate links.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: GlmMoeDsaIndexer torch.split behavior vs InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "One is FP8 moe save_pretrained failure; the other is a question about max_shard_size defaults." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different code paths: position_ids buffer read error vs processor.save_pretrained missing files." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is unrelated to GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request parsing in chat/completions is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are separate issues." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and eos_token_id mismatch in Gemma-3 are different failures." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency/import problem vs a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model-specific save/init bugs: InternVL2 meta init vs Qwen3.5 visual encoder keys." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving quantized models, but the concrete failures and quantization flows differ." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but for different models and likely different root causes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and siglip2 zero probabilities are unrelated model/runtime problems." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same component area, but torch.split return values and missing ReLU are distinct defects." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template padding crash is unrelated to the auto_docstring annotations AttributeError." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk initialization and sliding-window off-by-one are different bugs." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs after checkout+init are different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta initialization." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 Moe from_pretrained error are not the same issue." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal default config init and GPTNeoXConfig rotary_pct reload are separate config bugs." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different underlying breakages." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "GlmMoeDsaIndexer runtime behavior vs a wrong docstring are not duplicate bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are separate tokenizer regressions." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model save failure are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading bug and wrong decoder type in v5 are different issues." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tie_word_embeddings warning in fine-tuning is unrelated to a sliding-window mask off-by-one." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import failure may contribute to broad import errors, but it is not the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite loop on an image are different problems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary loss 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": 18, + "review_unit_index": 42, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44464", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46082", + "issue:46132", + "issue:46326" + ], + "soft_pairs": [ + "issue:44464|issue:46082", + "issue:22355|issue:28218", + "issue:43756|issue:44060", + "issue:44671|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43122|issue:44521", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:44261|issue:44373", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:43232|issue:44743", + "issue:43408|issue:43475", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:42907|issue:44964", + "issue:43116|issue:45200", + "issue:43122|issue:44514", + "issue:44625|issue:44829", + "issue:44360|issue:44485" + ], + "prepared_review_unit_hash": "d3ad49bf375d53c406ae564e7754a1a51543611cb9056475d461b8f6c0763166", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: the soft pairs span tokenizer, model-loading, generation, config, and import issues, but none look like the same underlying bug/change. No PRs are present.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report here and is the best available representative for the cluster\u2019s main tokenization theme, even though the items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 is the most representative issue: it is clearly reproducible, open, and sits closest to several tokenization/chat-template related candidates without overcommitting to a narrower subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Different bugs: compiled-generation inconsistency vs LlamaConfig head_dim validation." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated areas: ONNX import failure vs tokenizer spacing after added tokens." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific problems: RoPE layer dropping vs tied-weights warning on Qwen3-Next." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked-LM prediction regression is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None-handling and AutoProcessor cached_file kwargs are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to torch.split return handling." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access and tokenizer_class save_pretrained mismatch are separate bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading hang and MacOS bus error are not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer/chat-template related, but one is a versioned tokenization regression and the other is assistant_mask generation for multimodal inputs." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring problem." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and pipeline-parallelism output errors are different code paths." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashing on tool-call messages are distinct bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer behavior regression and continue_final_message on mistral_common tokenizers are not clearly the same defect." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm config is unrelated to the position_ids docstring." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failure to load a specific model are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and invalid GenerationConfig are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version support breakage and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing top-level import does not match the broader many-import-errors report closely enough." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs after sync_gpus and recurrent-state reset in modular_qwen3_5.py are different bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing fpn_position_embeddings are different SAM 3 failures." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError is unrelated to stale Sam3LiteText auto_mappings references." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping correctness and multimodal assistant_masks are different tokenizer behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failures and Phi-4 multimodal load failures are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results are unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenizer/chat-template bugs affecting different model families and failure modes." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/epsilon config issue is not a docstring duplicate." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access bug and tokenizer_config.json class mismatch are not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation omission and GLM-5 RoPE implementation discussion 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": 18, + "review_unit_index": 43, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43784|issue:45446", + "issue:43278|issue:44945", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:42175|issue:44938", + "issue:42673|issue:45072", + "issue:43493|issue:45753", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:44355|issue:46231", + "issue:38617|issue:45278", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441" + ], + "prepared_review_unit_hash": "2bc9c189ab07606925cce75a64798f4eb422aac822211dcadca5d05b5666020d", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34761, + "estimated_input_tokens": 8691, + "estimated_eval_tokens": 17638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by broad subsystem or version-regression theme; none look merge-safe as duplicates. The cluster is mixed, with tokenizer regressions being the closest common thread.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43122 is the broadest and most central tokenizer-regression report in this set, so it is the best issue representative if one must be chosen. That said, the cluster overall is heterogeneous and not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the best overall issue candidate because it most directly captures the shared tokenizer-v5 regression theme seen in the closest related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: a Qwen3-VL-Moe model/load regression versus a tokenizer save_pretrained config mismatch." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated symptoms and code paths: Qwen3-VL-Moe loading issue vs position_ids buffer access error." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing behavior is unrelated to a Sentence Transformers loading hang." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different pretrained/save failures: dequantized model saving vs gguf_file/from_pretrained loading." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization regressions, but one is generic v5 drift and the other is a Deepseek-specific wrong-output report; not enough evidence of the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label output bug are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and FP8 save_pretrained behavior are different model-path problems." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained checkpoint correctness and the other is a from_pretrained load error." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports from transformers; separate import errors for different symbols." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "sentence-transformers import failure and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX module import error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; no shared code-path evidence." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to Python 3.14 load failure." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to bfloat16 dtype mismatches in CI inference." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are different model-specific bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight in UMT5Encoder loading is separate from AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but the reported failures point to different concrete behaviors and likely different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module import error and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file runtime errors and a documentation parameter-name mismatch are not duplicates." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol is not the same as broad import failures after upgrade." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to sequence feature padding performance." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and RoPE implementation discussion are different GLM-5 issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are separate bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script empty outputs and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API warning and missing image-patch-count method are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral flash-attention failure are different model-specific problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 44, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:43937|issue:44977", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:42222|issue:46178" + ], + "prepared_review_unit_hash": "fcab82275fb4b3a970050f28c94537c763c09874a32515e4e9394f1eaffadd40", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate pairs here; the set mixes unrelated regressions across tokenizers, Qwen model variants, trainer/FSDP, vision/video processors, and version-check/import issues. I found no soft edge that clearly represents the same underlying bug or change.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43122 is the most canonical representative of the cluster: it describes a broad tokenizer regression across versions with a clear before/after comparison, whereas most other issues are narrower model-specific or unrelated symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 is the best single issue to anchor this cluster because it is the broadest tokenizer behavior regression and is more general than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument handling and post-train evaluate failure are different code paths and different symptoms." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility is unrelated to a flex_attention AuxRequest import/version check." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained serialization of visual keys and the other is a from_pretrained load error; not clearly the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different model families/versions and different failure surfaces; too broad to treat as one bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output failure and pipeline v5 migration messaging are distinct issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper-function bug is unrelated to a flex_attention import/version guard." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and chunked-prefill cache handling are different trainer/generation paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning in paged generate are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are related only at a high level, not the same underlying defect." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling behavior under SDPA/FlashAttention differs from Gemma4 bidirectional-mask construction." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback logic and flash_attention sink-less-model crash are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different observable behavior." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in multi-dataloader-thread use is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to pipeline() are unrelated to the AuxRequest import version check." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape handling and AutoProcessor crash without torchvision are different video-processing failures." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to a padding performance issue in SequenceFeatureExtractor." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation problems are distinct bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument handling is not the same as PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version metadata and PyTorch version checks are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patch crashes affect different subsystems." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression versus noisy logging message; no shared underlying defect." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and an xdist race in captured_info.txt are not clearly the same issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3next missing projections and Qwen3.5 MoE from_pretrained error are different model-path problems." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing_utils behavior and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained checkpoint regression do not share the same code path." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in threaded loading and AppleSilicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules, so they are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and an unknown backend mapping error are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 45, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:45362|issue:46328", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:43066|issue:43122", + "issue:44933|issue:45278", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:42371|issue:42831", + "issue:42222|issue:45542", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:43012|issue:43408", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:44484|issue:45478", + "issue:43931|issue:44410" + ], + "prepared_review_unit_hash": "53a81ed5a5df4b68c9b4c0f8f69c9c1693d4f5c019f4dd83b9520ce380f7aaec", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still very heterogeneous: import regressions, tokenizer behavior, model-loading errors, optimizer issues, and unrelated precision/performance reports. The only seemingly near-match pairs are thematically similar, but the packet does not justify any exact duplicate merges; in particular, the Qwen3.5 MoE from_pretrained reports should not be matched to the max_shard_size issue.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set and the closest thing to a cluster anchor, since it covers post-upgrade import breakages. It is still only a representative, not a true canonical for the whole mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best single issue to represent the cluster because it is the most general high-signal regression report among the items, but it does not subsume the many unrelated subtopics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different models and different failure modes; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both are tokenizer-related, but wrong offset mapping and runtime post-processor updates are distinct defects." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading warnings/errors with no concrete shared code path." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning vs VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and rms_norm_eps precision are different issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter mismatch are not the same problem." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Issue 44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and missing model_type config are different loading failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol and an fbank feature-extraction issue are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer changes in v5, but the reported behaviors are different." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The broad import-regression report is too generic to prove it is the same concrete missing-import bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request acceptance and streaming inference on a specific model are different problems." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and double optimizer stepping with deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior and FineGrainedFP8 accuracy are unrelated precision topics." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing TensorFlow backend are separate issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but they affect different models and failure modes." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model-loading bugs with no shared concrete defect shown." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow install packaging and vitpose breakage are not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config field warning and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache bug and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor and a PreTrainedConfig type-checking breakage are separate API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Multimodal token counting and rms_norm_eps precision are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and undefined tf backend error are different failures." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Float32 warning on compile and sam3_video/sam3_tracker type mismatch are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific tensor math issues with no clear shared defect." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU bug and DeepSeek-V4 transpose issue are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention is common vocabulary, but inference failure and degenerate training are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Issue 44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is mostly cautious, but the soft-edge acceptances overstate the evidence. In particular, issue:44484\u2019s title is about `max_shard_size` in `save_pretrained()`, not the Qwen3.5 MoE `from_pretrained` error, so calling it an exact duplicate of issue:45310 or issue:45478 is not grounded in the packet. With only the provided titles/body snippets, those pairs should stay conservative (at most possible relation, not duplicate)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 46, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44933", + "issue:44938", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46231", + "issue:46298" + ], + "soft_pairs": [ + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43673|issue:46123", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43986|issue:45372", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "4494439919da80146a3d2b72fb3e3b4af4beb585ee9298e7b293f04225357fd9", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36947, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformer regressions and import/load failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43097 is the clearest anchor: it describes a concrete, user-facing v5 regression with a specific missing behavior and broad downstream impact, making it the best representative issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the strongest standalone issue to keep: it is specific, actionable, and tied to a clear API regression rather than a vague symptom or model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different models and failures: Qwen3-VL weight-shape mismatch vs a Qwen3-VL-MoE issue. Not the same code-path bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "One is a SwitchTransformers sparse-layer config bug; the other is a generic PretrainedConfig type-checking regression." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different APIs and symptoms: removed config flag vs gguf loading broken for tokenizer/model from_pretrained." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve generation/pipeline behavior, but they are distinct bugs in different code paths and outputs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: sys.modules access in modeling_utils vs a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor/torchvision crash is unrelated to a testing utility issue." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "An image_utils import problem is not the same as a documentation/parameter-name mismatch." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "The former is a tokenizer-mapping None assumption; the latter is a specific model-loading failure for a named repo. Too little evidence of one bug." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings in different model families; not the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components and failure modes: missing image-patch helper vs torch.split return handling." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A processor/torchvision import crash is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading/import errors, but for different missing dependencies and different processors; not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model implementations and different tensor-operation bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing rms_norm_eps config field is a different issue from GLM-5 RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config behavior in v5 is not the same as quantized model save/load corruption." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "No overlap in code path: tie_embeddings config removal vs flash_attention crashing on sink-less models." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel not applying with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules; not the same missing export." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication is a tokenizer construction bug, not the same as tokenizer-mapping None handling." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config families and distinct missing-field/projection problems." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different architectural failures." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to missing embed_tokens weights during UMT5Encoder loading." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported names and different breakages." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config removal in v5 and quantization offloading problems are separate regressions." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and future-annotations crashes are different failure points." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading without torchvision and tokenizer-mapping None assumptions are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different missing dependency/import errors affecting different model loaders." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to an unsupported BACKENDS_MAPPING backend." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not clearly 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": 18, + "review_unit_index": 47, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44936", + "issue:45290", + "issue:45478", + "issue:45479", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:45479", + "issue:43792|issue:46123", + "issue:43064|issue:44380", + "issue:44380|issue:46132", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44936|issue:46365", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43756|issue:44485" + ], + "prepared_review_unit_hash": "a0a488c8e7389b7e2cf30b164c2ef1df6f058fc59e7863bd1fc19671060cf5df", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36415, + "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 noisy and mostly heterogeneous: many items share superficial terms like import, save_pretrained, attention, or compile, but they point to different code paths and different failures. No PRs are present. If forced to anchor the cluster, the most representative issue is the serialization/deserialization bug around save_pretrained/from_pretrained.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45698 is the broadest and most active serialization/deserialization report in the set, and it best matches the cluster\u2019s recurring save/load theme better than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest discussion signal and the clearest general user impact around save_pretrained/from_pretrained behavior, so it is the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: xLSTM training blockers versus a Bamba torch.compile/SDPA regression. Same broad ML area only." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "One is a missing weight in from_pretrained; the other is the max_shard_size default in save_pretrained. Related API surface, not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning when compiling bf16 models is not the same as a Bamba compile failure under SDPA." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both touch pipeline-related APIs, but one is an error-message regression and the other is inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they come from different mechanisms: compile precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy-class cleanup breaking checks is unrelated to a noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different object types and code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure and Qwen image infinite-loop behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support gating is different from GPT2 attention scaling being ignored in SDPA/FlashAttention backends." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed-API warning and generic noisy logging are not the same underlying issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model backend support for Flash Attention is unrelated to Python version compatibility." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling is unrelated to the single-label classification zero-loss bug." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper not running and MaskGenerationPipeline dropping partial-batch results are different pipeline failures." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a training/distributed bug, not an attention-backend scaling bug." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling and AttentionInterface.register behavior are different attention-related problems." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request rejection in chat completions is not the same as batched apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention moe/fp8/Qwen, but one is FP8 save_pretrained and the other is from_pretrained failure under transformers>=5.4. Different stages and symptoms." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError do not share a root cause." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train is unrelated to being unable to import Trainer because of datasets." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path trailing-slash import warning and bf16 compile warning are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages/modules." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Removed auto_mappings references breaking CI is not the same as a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing a removed utility and local_files_only still making network requests are different bugs." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained is unrelated to a dtype/transpose issue in deepseek-v4." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIPOutput attentions and GPT2 attention scaling are separate attention regressions." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen/Moe-related, but one is a generic transformers 5.0 incompatibility and the other is fp8 inference support." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP outputs, but one drops attentions and the other drops hidden_states; different regression targets." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request handling and apply_chat_template tool-call crashes are different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE-layer implementation issues in different models are not the same bug, even if both mention RoPE." + } + ] + }, + "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": 18, + "review_unit_index": 48, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:44077|issue:44380", + "issue:44625|issue:46077", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:45584|issue:46365", + "issue:42175|issue:46365", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44077|issue:46365", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:44075|issue:46365", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:42890|issue:45561" + ], + "prepared_review_unit_hash": "24d468ada38a0c3cac8ee4f91d2802a0a9e08c8013b126390d1fdd70216955e4", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37743, + "estimated_input_tokens": 9436, + "estimated_eval_tokens": 19128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions around imports, model/config loading, saving, and version compatibility. The titles do not indicate one shared concrete bug, so most soft edges should stay separate.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it describes a general post-upgrade import regression, which is the closest fit to the cluster\u2019s recurring import/load failure theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative issue because it is the most general and triage-friendly summary of the cluster\u2019s dominant import-related complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different model/config classes." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "These are unrelated failures: tokenizer decoder typing vs FP8 inference on B200." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is quantized model saving and the other is Pipeline save_pretrained; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different features and symptoms: embedding resize vs attention mask construction." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both touch Qwen3_5/VL, but one is loading failure and the other is an infinite-loop generation bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch is unrelated to Pipeline serialization." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and failure modes; no shared concrete code path." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation is unrelated to Gemma4 attention masking." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols from different dependencies." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression is not the same as saving Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error and GenerationConfig validation are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config field vs an unrelated post_init allowance issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/saving regressions, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention mask behavior is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation failure and Trainer import failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging choice vs Trainer import conflict are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both concern Python-version compatibility, but they are different version breakages." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different model configs missing different attributes." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "No concrete overlap beyond both being library regressions." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing config attribute vs MoE load-balancing loss logic are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention support is unrelated to Qwen3-VL weight-shape loading errors." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD optimizer arguments and Trainer import failure do not share a code path." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5 loading issues, but one is a missing weight in UMT5Encoder and the other is a MoE from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update semantics are unrelated to import errors after upgrading Transformers." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a torch.jit parsing IndentationError are different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Load-model error on sorted state_dict and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different model families and different missing/shape issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time slowdown is broad, but one issue is a specific import-star cleanup and the other is a generic timing complaint; not enough to treat as the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are Python compatibility problems, but they are not the same concrete regression." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A missing config attribute is unrelated to FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test seeding flakiness and xdist file-race issues are different test infra 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": 18, + "review_unit_index": 49, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44625", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:44625|issue:46365", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "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", + "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:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071" + ], + "prepared_review_unit_hash": "3050c0501791716ea02beb122512e4aff5ade4e3bbcc00ede74587f590e450ce", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37371, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated model-specific regressions, import errors, docs issues, and CI/test problems. No soft edge looks like the same underlying bug/change, so I would not merge any of the candidate pairs.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella regression complaint in the set, but the cluster is too diverse for any single issue to be a strong canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the closest thing to a cluster-wide summary because it is generic enough to encompass many v5 breakage reports, though it is still too vague to be an ideal canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different bugs: cache/update no_grad behavior vs a vague meta-report about many models breaking." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: missing num_labels propagation vs Trainer import conflict with datasets." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are loading-related, but they affect different model families and different failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model/config bugs: missing embed_tokens weight vs a generic Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated issues: no_grad decoration for cache update vs Python-version compatibility breakage." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific OOM on a model load." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths: CLIPOutput attentions regression vs patchtsmixer post_init validation." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for AutoModel/PyTorch availability is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is about output attentions and the other about model structure consistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different models and symptoms: CLIP attentions regression vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated: DSA indexer implementation discussion vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: local_files_only still making requests vs AddedToken keyword collision." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness due to missing set_seed is unrelated to Phi-4 multimodal loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: nondeterministic tests vs stale GraniteSpeech device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding problem is not the same as auto_mappings referencing removed configs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 is not the same as checkpoint reload compatibility after upgrading versions." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 memory growth/OOM vs inability to reload older checkpoints." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different MoE issues: FP8 save_pretrained behavior vs missing tensor-parallel plan." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different components: cache/layer update decoration vs Sam3PixelDecoder dummy Conv2d." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different APIs: broken env CLI command vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: offline file loading ignores local_files_only vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different root causes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is specifically missing _tp_plan and the other is a broader from_pretrained failure." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Completely different problems: running compiled Python files vs slower filtering after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow tracking on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 fields and failure modes: tensor-parallel plan vs missing visual config field." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation internals, but the cache-update no_grad request is not the same as sync_gpus model-kwargs handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion about forward arguments." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs: offline request leakage vs FP8 MoE save_pretrained." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but one is Qwen3VL MoE-specific and the other is a general old-checkpoint reload issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different subsystems: FineGrainedFP8 accuracy vs multimodal image patch counting AttributeError." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No relation between offline-download behavior and the unrelated racoon issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor parallel training bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Different concerns: compiled Python file errors vs PretrainedConfig type-checking breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 50, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:33453|issue:36296", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:44485|issue:44961", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "19d89fdff2d4900c4353c58d5e8c63aef51222951886363dbf0cfd92b7b9e2e8", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37308, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs are only loosely related by broad themes like v5 regressions, model loading, or import failures, but not the same underlying bug. I rejected all soft-edge duplicate candidates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43576 is the broadest, highest-signal regression in the list and the closest thing to an umbrella issue, but it still does not truly subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the strongest representative of the cluster\u2019s recurring v5-breakage theme, though the overall set is too diverse for a real duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() after v5 removals are unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different failure modes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import from huggingface_hub failing is unrelated to the transformers env command issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 breakages, but one is a CLI/env command failure and the other is a PretrainedConfig typing regression." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env breakage and Qwen2.5-VL import failure are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to an import error for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap between a placeholder issue title and Gemma-4 audio positional encoding." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken env command and Python 3.14 loading failure are separate version issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwarg handling and an unrelated issue title are not duplicates." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention-interface usage; related area, not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated issue title have no shared underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import failures are different symbols and likely different packaging issues." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are different components." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is not a typo in cache strategy docs/code." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 crash and a broad 'too many models break' complaint are not one concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained is unrelated to a vague bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and undefined tf backend errors are different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A broad Qwen3-VL-Moe bug and a missing _tp_plan tensor-parallel issue are not the same fix." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are unrelated implementation bugs." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3.5 MoE is unrelated to a weight-conversion-script question." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output errors and a PretrainedConfig typing regression are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Bounding-box hallucination/error and an infinite-loop-on-image bug in Qwen3_5 are not the same failure." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 incompatibility reports, but one is a CLI/env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is not the same as broad v5 model breakage." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance bloat and missing cache in chunked_prefill are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and remote-code/meta-init incompatibility are different loading paths and causes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as broad v5 breakage." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies does not match a broad compatibility complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and cache-strategy typos 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": 18, + "review_unit_index": 51, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:43976|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468" + ], + "prepared_review_unit_hash": "910c757fb6585b5eb163d429ecdd7b3caeb13a188924a4ced157fe95e28d4c79", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: loading/import/save-path regressions, model-specific bugs, and a few docs/test issues. Only one clear duplicate pair stands out: the repeated Qwen3.5 MoE from_pretrained error report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the cleaner canonical report: it is specific, concrete, and the later issue:45478 repeats the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it describes a concrete, reproducible model-loading regression and directly subsumes its duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad complaints about breakage, but they do not describe the same concrete failure or code path." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "One is about import * slowing imports; the other is a specific missing Qwen3_5 module import error. Related area, different bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to the inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading, but one is intermittent import slowness and the other is lazy loading behavior; not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type mismatch warning and Liger Kernel application in model_init are different code paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are unrelated APIs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error and Qwen3-VL bounding-box hallucination are distinct model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Registering position_ids as a buffer causing errors is unrelated to the generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output quality are different failures." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command and scheduler kwargs are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs propagation and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * performance/import explosion is not the same as HybridCache import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup causing import slowdown is unrelated to a bug in testing_utils.py." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support and a broad 'breaks too many models' complaint are not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding box output problems are unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init on patchtsmixer and tied-weight-key attribute handling are different issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation referencing pipeline() is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for model.forward differs from tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5 module import are different failures." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support and tied-weight-key attribute handling are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not identify the same concrete Qwen3.5 MoE loading regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and module import failure are distinct." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and comb.to(...).transpose(...) behavior are different model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are unrelated model-specific math bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import * performance and VRAM leakage in Qwen3ForCausalLM are different problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion about forward args and Llama 3.2 model loading regression are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and forward docs confusion are different kinds of issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are unrelated model internals." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a weight-conversion-script question are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad model breakage complaint and missing Qwen3_5 import failure are not the same underlying issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still making API requests and Qwen3VL timestamp math are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leakage in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math in Qwen3VL and VRAM leak in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding 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": 18, + "review_unit_index": 52, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-444", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44351", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "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:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "2d0479c5f085cedff9730d39ed10ee90c03d20252b9dfe56aedf0000fbd31957", + "component_budget": { + "node_count": 444, + "item_count": 444, + "soft_pair_count": 1643, + "serialized_chars": 850331, + "estimated_input_tokens": 212583, + "estimated_eval_tokens": 425422 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 31, + "serialized_chars": 28742, + "estimated_input_tokens": 7186, + "estimated_eval_tokens": 14628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers bugs and regressions. There is no strong duplicate core; the closest thing to an umbrella report is the broad v5 regression issue.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the most umbrella-like report: it claims Transformers 5.0 breaks many models, which matches the broad regression theme seen in several nearby issues better than the model-specific or API-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative for this cluster because it is broad enough to summarize the general v5 breakage theme, while the other issues are narrower and not true duplicates of one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Both mention norm/precision-related bugs, but they concern different models and different failure modes (MLA q_a_layernorm vs Gemma4AudioRelPositionalEncoding). Not the same underlying bug." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import/module-loading failures around Qwen-related APIs, but they refer to different symbols and likely different missing exports/import paths. Too weak to merge as duplicates." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "One is Flash Attention 2 support for NemotronHForCausalLM; the other is an import failure for Qwen3_5ForCausalLM. Different models and different bugs." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a broad behavior difference from v4 to v5 and the other is a specific decoder-type mismatch. Related area, not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs being ignored is unrelated to the unrelated \"Unemployment\" issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an unrelated placeholder/spam issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to the unrelated placeholder/spam issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "One is a nonsensical placeholder issue; the other is a broad version-regression complaint. Not the same underlying bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "AttributeError in tied-weight key handling is unrelated to chat template crashes with tool-call assistant messages." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload failure after upgrading to v5.x is unrelated to the placeholder/spam issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and _get_tied_weight_keys AttributeError are different config/model bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key list handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading from_pretrained and an ImportError for layer_type_validation are unrelated failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing files from processor.save_pretrained are different features/issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training-job failure is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training bug are different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/Qwen3-VL, but one is FP8 inference support and the other is a from_pretrained error. Not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different subsystems and symptoms." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to FP8 Qwen model support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights behavior in Mamba/Mamba-2 is unrelated to RoFormer not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps type hint and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being passed to a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a quantization typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type-hint issue and quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm RMS-norm question and ModernBERT norm_eps typing are different model/config questions." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "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": "f0cd17066bfbef0b3496565e030e5bafa47e96a312057e497bd52d7fc59bc6cd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they cover unrelated requests about token truncation, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. The cluster looks like a loose semantic grouping rather than the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and well-scoped request in the set, but it does not match the other two issues on subject matter.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the best representative only in the sense that it is the clearest standalone request; the cluster is otherwise heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation-direction options for tokenization are unrelated to Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "A truncation feature request is unrelated to ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler behavior and Wav2Vec2 time-offset extraction concern different code paths and problems." + } + ] + }, + "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": 18, + "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": "8b31d16f87e330ed31b0dc0cf246877fc443d1a8bd0f035549f0eb10635bdfae", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster does not look like a single duplicate set: one issue is about Tapas tokenization, while the other two are about model loading/download failures. The two model-loading issues are thematically similar but still appear to describe different concrete failures, so I would not merge them as duplicates.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 16618 is the best single representative of the cluster because it is the most general model-loading failure and is the closest match to the other model-related report, but the cluster as a whole is still mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the strongest standalone issue in the group: it describes a concrete user-facing model load failure and is the only one that plausibly anchors the model-loading subset of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization is a different subsystem and failure mode from loading bert-base-uncased; they do not look like the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model downloading/loading, but one is specifically about unauthenticated private-model access while the other is a public-model load failure; too different to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 18, + "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": "452564d680197a148225dbc2d350a6ecc8acab86351c81731f27e9487a9a824f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature-request issues: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share only the broad \u201ccommunity contribution\u201d framing, not the underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different model/runtime features and different code paths: Flash Attention 2 vs GGUF support. Similar wording does not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "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": "1d8ab35748a30d88f9c28fb890d828bff699fdd1058e65cc8553a44e816d267a", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mixed: the Turkish, Spanish, and Romanian translation requests are distinct issues, while there are two small duplicate subgroups among the generic template-placeholder issues and the Thai-titled pair. The whole set should not be collapsed into one duplicate chain.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43834 is the best representative of the generic template-placeholder subgroup because its title matches the repeated placeholder form and it has the broadest similarity to the other placeholder issues; however, it is not a canonical duplicate for the language-specific translation requests.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest single issue to anchor the duplicate subgroup, but only for the placeholder-template variants. The real language-specific translation requests remain separate work items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish vs. generic placeholder translation issue; different underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic placeholder translation issue; not the same language task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request is distinct from the placeholder-template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian), so not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder-template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request is distinct from the placeholder-template issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder-template issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder template; different underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request is separate from the placeholder-template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is distinct from the Thai-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is distinct from the Thai-titled issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder-template title pattern and near-identical content; looks like the same issue repeated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder-template issue text; appears to be an exact duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Very similar boilerplate, but the titles differ and there is not enough evidence to prove the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Very similar boilerplate, but the titles differ and the issues are not clearly the same." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder-template issue with effectively identical content." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template overlap only; not enough evidence that these are the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template overlap only; not enough evidence that these are the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template overlap only; titles/content are not clearly the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template overlap only; titles/content are not clearly the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai-titled issue with identical similarity, so this is a duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the Turkish, Spanish, and Romanian issues are treated conservatively as separate language-specific requests, while the placeholder-template trio and the Thai pair are the only clearly supported duplicate subgroups. The accepted soft-edge pairs are well-supported by very high similarity and identical or near-identical titles, and the rejected pairs avoid overstating duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "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": "bddd4e65d5491e864f58bc89fcce307e116e2b1611c16f7e9e2f6fe3c3a64821", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly broad \"add/support model\" requests, but the items span unrelated model families and modalities (BERT variants, vision-language models, speech/TTS/ASR, audio models). The text similarity is driven by generic request wording rather than the same underlying change, so these are not true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If a single issue must represent the cluster, 42738 is the broadest/generalized request, but the set is heterogeneous and does not form one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "42738 is the best umbrella-like representative because its wording is broader than the others, though it still does not subsume the rest as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert vs DEIMv2. Similar \"add model\" wording only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT model request vs Qwen3-TTS support; different architectures and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated models, so this is only generic request similarity." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2 are different model additions with no shared code-path implied." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families: RF-DETR vs OpenAI weight-sparse transformer." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different tasks and model types." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR is unrelated to Qwen3-TTS; same broad repo area only." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families/modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated; not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT are both BERT-like names but still separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support are different code paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity transformer are unrelated model requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT are distinct model additions, not one bug/change." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different modalities and implementations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS is only broad request similarity." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a broader BERT-like/RoPE umbrella, not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated model families." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related product lines but different features/models and should not be merged." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS support vs LFM2.5 Audio are distinct audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer are different concrete changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are both speech-related but refer to different models and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different modalities." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparse transformer are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different tasks and model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR is unrelated to DeepSeek-OCR2." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE are different model families and code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated audio vs vision/text model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 18, + "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": "287f8007e9605afce6261b760c6e015b23265853048f076de52bb462813299cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests \"Set Block Decoding\" and the other asks for \"DeepSeek v3.2 support\". They describe different features in different parts of the stack, with no shared targets or codepaths.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43037 is the more concrete and actionable request; 41084 is broader and less specific.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the best representative issue because it clearly states a single feature request and is easier to triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding configuration vs model/version support. No evidence they refer to the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 18, + "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": "48e93b33dc0a1bdbe8b7cc35d656c7e1d831c0b7f24bc341f04098435a687303", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one issue is about `remove_unused_column` customizability in `Trainer`, the other is about FLOPS estimation for custom trainers. They share a loose Trainer/customization theme but describe different underlying problems.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must represent the cluster, 43598 is slightly better because it is a more concrete standalone Trainer behavior request, but there is no true canonical issue here since the topics differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: both mention custom trainers/Trainer internals, but one concerns unused-column removal customizability and the other concerns FLOPS estimation. They are different bugs/feature requests and 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": "issue", + "component_index": 9, + "component_count": 18, + "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": "75dddc89f51da480c6f1114370456d7b5c2db8e6d6c9291dab00a3b5d6b78a04", + "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 issues are not duplicates: one requests auto-class registration for Qwen3-Omni, while the other asks for sequence-classification support for Qwen3.5/Qwen3_5Config. They concern different model families and different auto-model heads.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43684 is the cleaner canonical issue for this cluster because it is a direct framework-registration request affecting core auto classes, whereas #44405 is a separate feature request for a different model/config and task head.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue candidate here because it is the broader, more foundational auto-model registration request and more likely to anchor related follow-up work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni auto-class registration vs Qwen3.5 sequence-classification support. They target different model families and different APIs, 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": 10, + "component_count": 18, + "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": "d000b1f037e7c44da18226ff3ef541d32a3437150cd31bf0ee8fc5b399e58bbf", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues are plausibly duplicates based on identical titles and similar bodies; \"Fett\" looks unrelated. I would keep issue:43845 as the canonical representative because it is the earliest of the repeated-title issues and has the fuller body.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" issues and has the fuller body length among the closest matches, so it is the best representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest issue candidate because it matches the repeated title pattern and is the earliest of the duplicate-looking reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete shared bug evidence; this does not look like the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no supporting evidence of a shared underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title from the huggingface issues, so it is unlikely to be the same report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title and very similar issue bodies make these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and broadly similar issue text suggest the same report, though the evidence is limited." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and broadly similar issue text suggest duplication, even though the packet provides limited additional detail." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main clustering is plausible, but two soft-edge explanations overstate the evidence. For issue:43845 vs issue:43859 and issue:43846 vs issue:43859, the packet only supports identical titles and a body-length difference; it does not show shared wording, and the 43859 timestamp is not especially close to the others. Those verdicts should be more cautious. The canonical representative choice is fine, but the soft-edge reasons are not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 18, + "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": "ee9cf5527ff52953ea4f3ad842cf8932b55d9a2b37957ae23f089575adb52af6", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly spam or unrelated low-signal issues. The three \"\" reports look superficially similar, but there is not enough concrete content to treat them as the same underlying issue; the documentation and \"Google LLC\" items are clearly unrelated.", + "confidence": 0.89, + "canonical_issue_reason": "If a representative is needed, 44371 is the earliest of the identical '' reports and is as good a placeholder as any; there is no substantive evidence for a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the earliest and most generic representative among the spam-like issues, but this is only a triage placeholder, not a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic '' placeholders, but there is no concrete bug/feature description to show they are the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same generic spam title, but no substantive evidence of a shared underlying issue beyond placeholder text." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder vs. documentation enhancement; clearly not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. an unrelated 'Google LLC' issue; no duplicate relationship." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is still no concrete evidence they describe the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated 'Google LLC' issue; not a duplicate." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated 'Google LLC' issue; not a duplicate." + } + ] + }, + "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": 18, + "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": "ad8697e160d215c32d7eb2a3ed71156fc1f17a5c2979e6a1e44f7feaa9067f7c", + "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 highly similar and likely in the same report family: same title, very similar body size, and no distinguishing filenames or explicit targets. I would not call them exact duplicates from the available evidence, but #45145 is the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the earlier report and already has an inbound reference, while #45151 does not add any distinguishing technical detail.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative for this likely duplicate/report-family pair because it appears to be the original submission and there is no evidence that #45151 describes a different underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Highly similar titles and body sizes, with no differing filenames or explicit targets; this looks like the same report family, though not provably an exact duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet. The evidence supports that these two issues are highly similar and likely duplicates (same title, close body lengths, no differing filenames/targets), but it does not prove they are exact duplicates or have the same content. Please downgrade the wording to a conservative \u2018likely duplicate / same report family\u2019 assessment while keeping #45145 as the canonical issue because it is earlier and has the inbound reference." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 18, + "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": "ef45c6001985c2f5823b8dd883550744f6ee155f338f5f703ddbe4588bf79089", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about 4-bit inference, but they describe different failures and likely different root causes: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-module behavior regression causing an lm_head exclusion AssertionError.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue #45674 is the broader, more generally actionable report of a 4-bit inference regression in BitsAndBytesConfig; however, it should not be treated as a duplicate of #45672 because the failure mode and implicated code path differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different concrete bugs: #45672 is a Gemma4/audio uint8 torch.finfo() TypeError, while #45674 is an llm_int8_skip_modules / default lm_head exclusion AssertionError in 4-bit inference. Shared 4-bit context is too broad to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 18, + "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": "07b267e4b902facbe710f925ada712aa83c50b3043be18031bd304ad10de63e1", + "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 closed issues have only weak title similarity and no body, links, or shared targets. They appear to be unrelated personal-name placeholders rather than the same underlying bug or request.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: both issues are empty and unrelated beyond superficial surname overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice because there is no actionable content or evidence of duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial similarity in names; no body, targets, or discussion evidence indicating the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 18, + "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": "66cb8cddbd18266121d6836b48e0cbd90f13c7d9081915a8f2a101a3bb905cee", + "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 reference different people and dates and contain no shared problem description or actionable context.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named subjects and dates with no evidence of the same underlying bug or request; this looks unrelated rather than duplicate." + } + ] + }, + "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": 18, + "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": "803c2da68b35b6b69ca2e52b15bbb4409855f61d4ffbd44da511c06a7b32fd20", + "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 are two unrelated feature requests: one asks for a new Qwen token-classification model class, the other asks for FP8 training support. They do not describe the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request and is better suited as the cluster representative; 46295 is a separate training-capability request.", + "canonical_pr_reason": null, + "best_issue_reason": "45810 is a specific API/model addition request with a clear target, while 46295 is broader and orthogonal, so 45810 is the better issue to anchor on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different features in different areas: model-class addition vs FP8 training support. No shared code-path or concrete mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "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": "5c441b58afcf3a8bca15b56afb642007901085b6aa9b38d3432313f040fe0261", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. The dataset bundle issue 45869 is only thematically related and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "45872 is the strongest canonical representative among the duplicates because it is slightly more descriptive and its twin 45873 is an exact match; 45870/45871 form a separate duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall issue to keep as the representative because the title is more specific and the issue text appears more detailed than the other pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same financial domain, but one is a dataset bundle and the other is an example; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic only; dataset listing vs example scenario are different issues." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title match with matching metadata/body length; these look like duplicate submissions of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are DataForge financial examples, but the titles describe different topics: prediction example vs scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different issue topics; only broad subsystem overlap, not the same underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Duplicate only in a broad financial/DataForge sense; the concrete issue descriptions differ." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete issue content; not a same-bug/same-change match." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title match with matching metadata/body length; these are duplicate copies of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are both exact-title, equal-body-length pairs, while 45869 is only loosely similar. The choice of 45872 as the representative is reasonable given the more specific title and larger body length. Minor caveat: avoid saying 'matching metadata' unless you mean only the shared title/body-length pattern visible in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-16", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46344", + "pull_request:46367" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "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:46344", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46367", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46367", + "pull_request:44827|pull_request:46048", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "bdf34c002fab07fecf6e0154f6248a1daa48d8c1acecf4293db89220fdb0d490", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 42939, + "estimated_input_tokens": 10735, + "estimated_eval_tokens": 21726 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 42939, + "estimated_input_tokens": 10735, + "estimated_eval_tokens": 21726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous PRs with one true duplicate-like pair: the two fixed_cross_entropy patches. Everything else is only superficially similar by subsystem or keywords and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative of the duplicate pair because it directly forwards supported kwargs to nn.functional.cross_entropy, cleanly updates the helper API, and has the explicit tracked issue link; 43254 is just an alternate variant of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall match for the cluster's only real duplicate theme. It is the most complete and direct implementation of the fixed_cross_entropy kwargs fix, and it is the only pair here that could plausibly be merged into a single PR with its counterpart.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: adding VideoPrism model/docs vs adding an executorch dynamic-shape test. Same broad repo area, but not the same bug or feature." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions for MistralCommon do not overlap with executorch export testing; unrelated concrete code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Missing tokenizer methods vs adding a new MobileLLM model. No shared underlying change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness work is unrelated to a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs forwarding and MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both are code changes, but one fixes cross-entropy kwargs and the other is a Mistral4 test/modeling update; not the same issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export test vs Mistral4 test fixes; different concrete problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability test and MobileLLM model scaffolding are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code is unrelated to cls.config resolution ordering in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-collection refactor; no shared bug or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and the model-creation skill PR are entirely different scopes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor and Mistral4 test/model updates are different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46344", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to VitPose flip_back graph-break fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are not the same underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes do not overlap with the chat-response parsing overhaul." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46367", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to DeepGEMM availability plumbing and xpu kernel gating." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model code and the model-creation skill are not the same artifact or bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to cls.config resolution ordering." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46367", + "accept": false, + "reason": "Both touch kernel/integration code, but tdt-loss kernel loading and DeepGEMM availability are different concrete features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are near-duplicate fixes for the same fixed_cross_entropy helper in the same file, both targeting issue 43240 and both plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only strong duplicate signal is the 43251/43254 pair, which shares the same file and issue target and appears mergeable into one bugfix PR. The remaining pairs are conservatively rejected as soft similarity only, with reasons tied to distinct files or concrete change scopes. I don\u2019t see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "26e49e17f906bed7b367505c7198c54229af49d1c916c99f062c76956ac0b4f5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10379, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10379, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: two are related to VibeVoice but cover different scopes (initial VibeVoice vs VibeVoice Realtime), and the third is an unrelated Parakeet-RNNT addition. The shared auto-registration/docs files are not enough to treat them as the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster mixes distinct feature additions across different model scopes, so there is no single duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the most foundational and representative of the VibeVoice work, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Initial VibeVoice implementation vs VibeVoice Realtime; the latter adds acoustic-tokenizer/realtime machinery and is a broader, different feature rather than the same fix/change." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-mapping edits are incidental and do not indicate 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": 3, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "fdfb070610a74bff1336a8834dbd5a48bce445fb71655eab6d7e488ca819ace4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "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 pull requests are unrelated model-feature additions: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate PR here. If forced to pick a canonical PR for the cluster, PR #40755 is slightly more self-contained and feature-complete in its own subsystem, but it is not a duplicate of #41224.", + "best_issue_reason": null, + "best_pr_reason": "PR #40755 is the better representative only because it has a more focused single-feature scope and larger implementation footprint; however, it does not subsume or duplicate PR #41224.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "They address different models and different problems: TimesFM covariate forecasting versus DINOv3 image classification. No shared concrete code-path or mergeable overlap beyond being model additions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "05ed0bd0a89e4c04da4645e9cc0b804f56522fbfb53cab3a670a63d0e2b0399e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs all add different models (DeepSeek OCR, Isaac, Kimi2-6). They share the usual new-model boilerplate, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication purposes: each PR introduces a different model and separate implementation/docs/tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the strongest representative of the cluster only in the sense that it has the most review activity and appears most developed, but it is still a distinct model addition, not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "DeepSeek OCR vs Isaac are different model additions with different files, configs, and model code paths; shared boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are separate new-model PRs for different architectures; they overlap only in standard integration scaffolding, not in a concrete bug fix or mergeable shared change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "f3018b3c24ad148037247f84abf1856999f6b8768af72ebf584aabd0b4a92013", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are workflow dependency bumps, but they target different GitHub Actions families: one updates core workflow actions for Node 24 compatibility, the other updates Docker build actions and related workflow deps. They overlap in theme, not in the same concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it clearly frames the broader workflow-action compatibility upgrade and touches the most central shared actions across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best cluster representative: it is broader, more clearly scoped as a platform compatibility update, and better captures the overall maintenance theme of the group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: these are different action-version upgrade changes. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; 42976 updates docker/build-push-action and a different set of workflow actions. Same maintenance theme, but not the same underlying bug/change or a single plausible merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "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": "83e378f79b9549401963c5f84252f03ab1f3c80f4bfb649863698cec3b2fa7e3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, and CTSM). They share generic Transformers plumbing like docs, auto mappings, and registration, but they target different model families and code paths, so none of the soft similarities indicate duplication.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature PRs for different models, not alternative fixes for the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43451 (Molmo2) is the strongest standalone PR in the set, with the broadest implementation footprint and the most review activity, but it still should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are unrelated model additions; shared auto/doc files are generic integration work, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 add different models with different configs, processors, and tests; they do not fix or implement the same code path." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model integrations; overlap in Transformers registration files is too broad to indicate duplication." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different model families with distinct modeling/processing stacks, so this is not one change split across PRs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM touch common infrastructure but implement different models and unrelated functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are independent model-addition PRs; shared auto/model registry edits are incidental, not a duplicate 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": 8, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "3bd33082194d45a75b29abe8caca050d457dfa7213a29c94b37940abdf4c9526", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs with weak title similarity but clearly different scopes: one Whisper tokenizer/test fix, one noisy test-only PR, and one broad dequantization/model-loading fix. They do not look like duplicates of the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and coherent change set: it addresses a concrete FP8/dequant/model-loading path with implementation and test updates. The other PRs are either narrow Whisper-specific or clearly test-noise and not representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative because it contains the clearest real bug-fix work and has the strongest evidence of an actual code-path change rather than test-only edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode fix and unrelated test-file edits for CLIP/ViT do not target the same code-path or bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/timestamp behavior is unrelated to the FP8 dequantization/model-loading changes in the other PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test-only PR is not the same underlying bug/change as the FP8 dequantization fix and should 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": 9, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "a7d66037052f414f874b40e1cbec59e79aeb56e29fec35c697e91101760e5a87", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12263, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12263, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is made up of synthetic \"do not merge\" PRs for bot/CI/test validation. None of the pairings look like true duplicates; the only strong similarity (45932 vs 46100) still affects different code paths and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46114 is the most central and representative synthetic PR in the cluster: it connects to the most other candidates and spans both CI/workflow and test-file changes, making it the best cluster exemplar.", + "best_issue_reason": null, + "best_pr_reason": "PR 46114 is the best single representative because it is the broadest and most hub-like of the test-migration PRs, while the others are narrower or more isolated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "They only overlap on ViT test files, but the actual edits are unrelated: setup/version and dependency changes versus OTEL/migration and multi-file test/workflow changes." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are synthetic PRs, but one is a repo-bot/setup-format check and the other rewires self-comment CI; they are not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared test-file presence is too broad; the diffs target different systems and different test paths, so they are not mergeable as one PR." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Although both are test-oriented synthetic PRs, 45932 changes model/config/CI code across many files while 46100 only adds dummy failing asserts in ViT tests; different concrete changes." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch tests, but 46100 is a focused ViT test-migration stub while 46114 is a broader OTEL/CI PR with many unrelated files; not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "70e91ecce859b21daf184e5387207dfd12d7ea36c9f5ff0101f621ac51c9915b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related pipeline/documentation PRs in the same area, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share boilerplate files, but the model targets and code paths are distinct, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more central change: it adds a promptable visual segmentation pipeline with support across multiple segmentation model families. PR 43612 is a separate, narrower concept-segmentation pipeline and should remain distinct.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/tests/registration files are boilerplate for new pipelines, not evidence of duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "ea27c52ac3f15d8047354eae110466b0dac03d009991b432fc1c93f3c4d3bc60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4654, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4654, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in a loose testing/CI cluster: one is a failure-reporting workflow change, the other is a CircleCI/test-marker experiment with injected failing tests. They overlap only superficially on testing files, not on the same code-path change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43649 is the clearer canonical PR because it has a specific, coherent CI/failure-reporting change set across workflows and utilities, while PR 46301 is a smaller, more ad hoc test-marker tweak with injected failures.", + "best_issue_reason": null, + "best_pr_reason": "PR 43649 is the best representative of the cluster since it has the most substantive and well-scoped change and the strongest title/body signal about the intended behavior change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "They do not appear to fix the same concrete bug or implement the same change; the shared ViT test file is incidental, and one PR is about failure reporting workflow while the other is about CircleCI test selection/marker behavior with test injections." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "7f4b622a7d77ca95c141309ce4196faff3180b7fcda14e30d738a5e96d787a1f", + "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": "The two PRs are both in `trainer.py` but target different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: `_loss_is_scaled_for_ga` affects training loss normalization, while `_get_signature_columns` affects dataset column filtering/signature inspection. Shared file alone is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "f2f6b2c94efd75fa6e8a0bd520f1a810f29d197dc5d0b4d555c893d73ada103e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI server file and both mention TypeAdapter NameError, but they fix different causes: one is a typing/annotation cleanup in serve.py, the other addresses missing-pydantic import handling. Related theme, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43842 is the better anchor: it has an explicit issue target and fixes a concrete runtime NameError when pydantic is not installed, making it the more specific user-facing bug fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43842 is the strongest standalone PR here because it targets a clearly described failure mode and has the cleanest issue linkage; it is more representative than the broader typing-only fix in 43656.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar wording, but different underlying bugs: 43656 changes annotations/future imports in serve.py, while 43842 fixes TypeAdapter resolution when pydantic is missing. They could both be valid and are not one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "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:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "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:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "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:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "e4eb7275b60a2b05d56d57a10f73f3dcf47f552f0e02ddba7ab518333f482561", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly model-by-model refactors to the standardized output-tracing/decorator interface, all pointing at issue #43979. Only a few pairs are true duplicates: the repeated GPT-Neo PRs and the repeated GPT-J PRs. Most other pairs share the same meta-issue but change different model code paths, so they should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the best canonical PR: it is the broadest and most consolidated output-tracing refactor in the cluster, directly targets the shared issue (#43979), and overlaps the same GPT-J/CodeGen code paths as the earlier GPT-J PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 is the best representative of the cluster because it most clearly captures the intended standardized output-tracing change with the least ambiguity and the strongest overlap with the duplicate GPT-J work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same issue target alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model code paths; these are separate output-tracing refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing refactor; 44066 is just broader by also including CodeGen." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and implementations; not the same underlying fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet is a different model/code path from GPT-J/CodeGen." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; only the shared issue tag matches." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same tracing theme but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file/model and the same decorator-based output-tracing refactor." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Different models; both are output-tracing refactors but not the same fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate output-tracing refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different concrete implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are separate model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are separate implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated concrete refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBERT are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are different model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTaV2 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are different model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is effectively the later duplicate consolidation." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file and same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families; same issue target alone does not make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and Vits are separate model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The canonical choice of PR #44722 is supported by its explicit #43979 link and its overlap with the GPT-J/CodeGen path. One small caution: not every PR in the cluster has an explicit issue link, so wording like \u201call pointing at issue #43979\u201d is a bit stronger than the item-level evidence, but the overall clustering rationale is still reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "8633079ef8bc0e8290738b6befa2b994b40cc3b6a5e89e5efe3b29e35563321e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "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": "This cluster is a set of similar but model-specific PRs to migrate various architectures to standardized output tracing/capture. They share theme and vocabulary, but each touches a different concrete code path, so they should not be deduplicated as the same change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the most anchored candidate because it is tied to an explicit issue and shows a concrete, nontrivial output-tracing refactor in one model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative for this cluster because it has an explicit tracking issue and a clear, self-contained implementation change rather than only a naming-level refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but they target different models and different implementation details; this is a shared refactor pattern, not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model code paths with separate decorator conversions, so they are not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model implementations; the similarity is only the standardized output-tracing refactor pattern." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These PRs touch different models and different forward paths, so they should not be merged as one duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert each migrate a different model to capture outputs; they are not the same code-path fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both concern output tracing, but SqueezeBert and SpeechT5 have distinct forward logic and the SpeechT5 change includes additional API adjustments, so they are not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "b035303685775dd318453762ec3cf0e6299984ccbfa8282b894e51ddfdecac87", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39771, + "estimated_input_tokens": 9943, + "estimated_eval_tokens": 20142 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39771, + "estimated_input_tokens": 9943, + "estimated_eval_tokens": 20142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of similarly titled but model-specific refactor PRs for output tracing; they share a theme, not a duplicate code change. I would not merge any pair as the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR emerges: each PR targets a different model or model family, so they are separate changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best representative of the cluster because it is a broader, more concrete refactor across related Mamba files, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model codepaths (`timm_backbone` vs `upernet`); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `univnet`); only a generic output-tracing refactor matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not one concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated codepaths despite similar decorator/capture changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated models (`timm_backbone` vs `rwkv`); same pattern, not same PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are separate model implementations; not mergeable as one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different targets (`mobilenet_v1` vs `upernet`); shared refactor style is insufficient." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`); not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different codepaths (`mobilenet_v1` vs `vision_encoder_decoder`); only output-tracing cleanup is common." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated model files." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different multimodal/audio models; same refactor motif, not a duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "`vision_text_dual_encoder` and `upernet` touch different execution paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba`/`falcon_mamba` are distinct subsystems." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different models and different forward paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different tasks and files (`vision_text_dual_encoder` vs `depth_anything`); not one change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated models; same refactor category only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures (`univnet` vs `mamba`); not the same concrete bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate model codepaths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are unrelated model families." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba`/`falcon_mamba` are different implementations and fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different targets (`upernet` vs `codegen`); not plausibly one merged PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba`/`falcon_mamba` and `codegen` are distinct codepaths with different output-shape changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`timm_backbone` vs `codegen`); same refactor theme is too broad." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated; they only share a tracing refactor style." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are separate vision models with different forward paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated subsystems." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are different model implementations; not a single change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrapper models, not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` affect different codepaths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are different model families and changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model codepaths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are different subsystems." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are separate models; same output-tracing idea is not enough." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` do not share the same concrete fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different model families with different output mechanics." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "a98a38a85d4838b6e2fbf8bcb479c3780ce873f4f5ba9103f5a7e4f047090dae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions: one implements PenguinVL, the other adds Voxtral TTS support. Their overlap is limited to shared Transformers boilerplate (auto-registry/docs paths), not the same code-path change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR relationship here; if a single representative is needed, 44662 is the broader, more mature implementation with substantial review activity, while 45401 is a separate TTS feature tied to a different model.", + "best_issue_reason": null, + "best_pr_reason": "44662 is the better standalone representative of the cluster because it is a full model implementation rather than a narrower draft add-on; 45401 is distinct and should not be grouped with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying features and model families (PenguinVL vs Voxtral TTS). Shared files are only generic registration/docs scaffolding, which is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "8cc5ec45e2560985320e7cae60cf3ed0a03ebfc689ebba90f7d5497644ef2451", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs form a related feature line around module/kernel fusion and `KernelConfig`, but they read more like successive iterations than exact duplicates. The closest overlap is between the later n-to-1 kernel-fusion PRs; the module-fusion API PR is a separate abstraction.", + "confidence": 0.63, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46339 is the best representative because it is the latest and broadest kernel-fusion `KernelConfig` iteration, with the main loading/integration files and tests touched in a consolidated way.", + "best_issue_reason": null, + "best_pr_reason": "PR 46339 is the strongest single representative of the cluster: it captures the evolved `KernelConfig` n-to-1 fusion path and the surrounding refactors, making it the clearest summary of the feature family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but not the same change: 44979 introduces a generic module-fusion API, while 45363 implements `KernelConfig`-driven n-to-1 kernel fusion. Different abstraction levels and code paths." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": false, + "reason": "Very similar feature theme, but 46339 is a later extension/simplification rather than the same concrete patch. This looks like follow-up evolution, not a duplicate change set." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": false, + "reason": "Both target `KernelConfig`-based kernel fusion, but 46339 appears to add broader cleanup/refactoring on top of the earlier extension. Related, but not clearly one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "5f9dd7648d137194ef7ba00507b7e6a3514d838abd0531b9495586cd6b22937b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral regex AttributeError in the same code path, with essentially the same fix; 45317 is the more complete change because it adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the more complete representative of the fix: it implements the same code-path correction as 45086 and also adds test coverage.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the best PR to represent the cluster because it contains the same core patch plus test coverage, making it the cleaner standalone fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same explicit issue target, same file, and the diff shows the same underlying AttributeError fix in _patch_mistral_regex; the second PR is just a fuller 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": 20, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "d4b3223c9cf786466e12be302d78c72bb58a432de69dc77e33644687677f8787", + "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 PRs, but they are not duplicates: one is a targeted conversion/mapping refactor, the other is a broader model split and documentation/update PR. The shared files reflect the same subsystem, not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "If choosing a single PR representative, #45569 is the better canonical PR because it is the broader, more complete NemotronH architecture update and subsumes the user-facing model split work. #45115 is narrower and focused on conversion-key renaming and registration adjustments.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative of the cluster because it captures the larger end-state of the NemotronH refactor and includes the new dense/sparse model variants and docs. #45115 is too specialized to serve as the cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Do not merge: #45115 is about checkpoint conversion/mapping renames and model registration, while #45569 introduces the NemotronH dense/sparse model split plus docs/tests. They touch overlapping files but fix different changes in the same area, not the same underlying PR-sized 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": 21, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "8401de4b1926164d2fa7194c21b62f5b3c181eb6c5bd4e577a95873287104739", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs in the new heterogeneous-config feature area: one adds per-layer config plumbing, the other extends model/cache behavior to use it. They overlap in shared heterogeneity modules but are not the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "45332 is the broader, more representative PR because it implements the end-to-end heterogeneous model behavior; 45333 is narrower config infrastructure that supports it.", + "best_issue_reason": null, + "best_pr_reason": "45332 is the strongest standalone representative for the cluster since it reaches the actual modeling/cache code paths and includes the broader feature work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: these are adjacent feature PRs, not duplicates. 45333 adds per-layer config support, while 45332 builds heterogeneous model/cache behavior on top of that; they target different layers of the implementation and could land separately." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "c886604ac81a5aa785732e61ecf897a8d5eac136b1d8eb0e8c3890caf89dac3f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch typing-related code, but they are different changes: one is a broad type-checking sweep across many files, the other adds/shared typing protocols and related utility annotations.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing-infrastructure change centered on _typing.py and a few related call sites; 45415 is a broader multi-file type-checking pass with ignore-rule churn.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrower, coherent purpose and is easier to anchor the typing theme than the large repository-wide type-checking sweep in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they are not the same underlying fix or change. 45415 is a broad add/type-check cleanup across many transformers files plus pyproject ignore adjustments, while 45425 adds new typing aliases/protocols in _typing.py and updates a few model utilities. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "eb4e05088fb66f6e6370b48d6dae47cccb077390664a92aa0c844ce46e031fc2", + "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 about cached forward paths, but they address different model families and different bugs: one is a Qwen/Olmo GDN linear-attention multi-token cache fix, the other is a Mamba2 use_cache seq_len>1 fix. They are not duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the better representative because it has an explicit issue target and a narrowly described concrete bug in a single model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest standalone PR in the cluster: explicit linked issue, focused scope, and a clear code-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and distinct cache bugs; the Qwen/Olmo PR fixes multi-token cached linear attention, while the Mamba2 PR fixes use_cache behavior for seq_len > 1. Not the same underlying change and not 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": 24, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "09ecbed08c66004b3307c531b710586d5540cd608e79f56285e799ebabe415fd", + "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": "Two PRs share the EP/loading theme, but they address different concrete failures: one is about DeepSpeed ZeRO-3 loading via accelerate launch, the other about FSDP2 rank-0 broadcast overwriting experts. I would not cluster them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a specific runtime bug with expert parameters being overwritten by rank-0 broadcast, and its diff is focused on the affected loading/sharding path. PR 45548 is a separate, narrower ZeRO-3/accelerate-launch serialization/loading fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best representative of the cluster because it addresses the more explicit concrete code-path failure and includes the more substantial fix set across loading and MoE/sharding integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention expert parallelism, but the bugs are different: 45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization under accelerate launch, while 45662 fixes experts being overwritten by rank-0 broadcast in FSDP2. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "f9cfb7379d46179fe39fcdc5e74c0d2fefe7dac13a9763113fdb7623747ffcd3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision problem around captured_info artifacts; #45645 is a superset that includes the core testing_utils fix plus CI log handling, while #45639 is the narrower library/test-only version.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the shared xdist-safe output-file change in `testing_utils.py` and also updates the CI workflow to consume the resulting per-worker artifact files, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it directly fixes the same captured_info xdist collision and additionally preserves CI debug-log collection, so it best captures the end-to-end change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for `captured_info` artifacts. The shared `testing_utils.py` fix is effectively the same change, and #45645 plausibly subsumes #45639 by adding the required workflow adjustment." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "10f823d62b8599f0dcf29ae31a9ff23ba9567dbfe0af73b5308eaed2f0ae2479", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one is a small AutoModel registry update for GLM ASR, while the other adds attn_implementation dispatch support for RecurrentGemma with related conversion/test/doc changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the more substantial and self-contained change, with a clear concrete feature scope in model code, conversion mapping, docs, and tests; PR #45670 is a narrow registry tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different underlying changes and code paths: GLM ASR auto-mapping vs. RecurrentGemma attention-dispatch support. They are not plausibly mergeable into one PR and do not indicate 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": 27, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "9e2ff78d81e61cac981e77ebc252e0c7ce4e3b5e11a7cc90959960a8856bbdb6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open linter/modeling-rule PRs. They both touch many Transformer model files and the clustering signal is only broad subsystem overlap; the underlying changes are different.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the cleaner self-contained rule addition: it adds the TRF018 spec in docs and implements the corresponding modeling-rule changes across image/video processors. PR 45720 is a separate TRF003 partial implementation in a different code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the better representative candidate for this cluster because it is explicit about the rule it adds and appears more self-contained. It is still not a duplicate of 45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different behavior: TRF003 adjusts return-tuple handling in model forwards, while TRF018 checks dead do_* flags in image/video processor preprocess paths. Shared files are incidental broad-subsurface overlap, not the same 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": 28, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "21f39821408c122536dcb04ce6bef411cd494dc4d941712f3ef3c6e50034f7c2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate feature PRs adding SDPA attention dispatch support to different model implementations. They are thematically similar, but they target distinct code paths and should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest representative of the cluster, spanning multiple model families and including the most extensive implementation/test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the best single representative because it covers the widest set of models and is the most comprehensive SDPA-dispatch change in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA support, but CTRL and T5 are separate model code paths with different implementations; this is related work, not the same change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These touch different model families and different attention dispatch paths; the shared theme is too broad to call them duplicates." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and the wav2vec2/seamless SDPA work target different architectures and files, so they are not the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "2b610b559348e57069583e00a9e9c48a88a5869136ce9fc22a9e8958db2a20e3", + "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": "Two open PRs in the distributed stack, but they are not duplicates: one is a focused EP + Trainer integration, the other is a broad distributed branch base spanning many subsystems. The overlap is thematic and filename-based, not a shared concrete fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, concrete change set: EP + Trainer integration on top of DistributedConfig, with a narrow and identifiable scope. PR #46269 is a broad base branch and is not a clean canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative because it targets a single feature path and is easier to evaluate, review, and merge independently. PR #46269 is too broad and mixed to serve as the cluster\u2019s anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames do not imply the same underlying change. #46126 is a specific EP/Trainer integration, while #46269 is a large base branch touching many unrelated distributed and model files; they would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "84ee3313790ed9ffaae4a8d4f1288ce4f38039f99a58d6c4e35fc634ab33a063", + "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": "Both PRs replace brittle file-open source inspection with package/introspection-based logic, but they target different code paths and fixes, so they are related rather than duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative because it addresses a concrete runtime heuristic in `modeling_utils.py` and includes tests; PR 46152 is a separate helper change in `import_utils.py` for a different source-reading path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone PR in this cluster: it has a clear bug-fix scope, touches the exact failing code path, and is backed by tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "They share the broad theme of avoiding `open()` for source inspection, but they modify different functions/files and solve different concrete paths; they do not look mergeable into one PR as the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46323-2", + "nodes": [ + "pull_request:46323", + "pull_request:46359" + ], + "soft_pairs": [ + "pull_request:46323|pull_request:46359" + ], + "prepared_review_unit_hash": "511f0a8d23dda643fce952ca15e14d88200c5a5a9ca1a3abf20f812bd8f9fe31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same slow-tokenizer performance regression in `convert_tokens_to_ids` by switching from `added_tokens_encoder` to the cached `_added_tokens_encoder` in `tokenization_python.py`. PR 46359 is the more complete candidate because it includes the regression test and a clearer explanation.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46359 is the best canonical PR: it contains the same fix as 46323 plus a targeted performance test, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46359 is the strongest representative of this cluster because it fully captures the bug fix and verifies the regression with a dedicated test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46323", + "right": "pull_request:46359", + "accept": true, + "reason": "Same underlying performance bug, same code path, same changed file, and both target issue 46315; PR 46359 is essentially a superset of the fix in 46323 with added test coverage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet: both PRs change the same code path in `src/transformers/tokenization_python.py` for issue #46315, and PR 46359 is a straightforward superset of PR 46323 because it adds a targeted performance test. The soft-edge verdict is conservative and the pair looks mergeable as a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46330-2", + "nodes": [ + "pull_request:46330", + "pull_request:46353" + ], + "soft_pairs": [ + "pull_request:46330|pull_request:46353" + ], + "prepared_review_unit_hash": "a138157e5488b89cd2a31b01a5262d3a6cb9595cebb5543dfca57ebeeb1f5949", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the same backend and issue number, but they implement different fixes: one strips an EOS token for `continue_final_message=True`, while the other removes support for `continue_final_message` and raises `ValueError`. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46330 is the more concrete and narrowly scoped fix: it preserves `continue_final_message` behavior by removing a spurious EOS token in the MistralCommon tokenization path, with targeted test coverage. PR #46353 changes the API contract to reject the option entirely, which is a different behavior change rather than the same bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46330 best matches the apparent bug report because it addresses the specific code-path failure around EOS handling when `continue_final_message=True`. PR #46353 appears to be a broader compatibility/behavior decision and is not the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46330", + "right": "pull_request:46353", + "accept": false, + "reason": "Despite sharing the same issue target and files, these PRs propose conflicting solutions: one strips a trailing EOS token, the other rejects `continue_final_message` altogether. They are related to the same option, but not the same underlying bug/change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46366" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46366" + ], + "prepared_review_unit_hash": "1b2e44466453f765a088440f4287f4b9973e88c0f3bed52c6867fe78c252cb53", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6051, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6051, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated test-only PRs: one for Cohere2 MoE offload/parallelism test sizing, and two separate DeepSeek V4 test changes (quant-cache skip vs XPU backend support). No pair looks like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is canonical for the cluster; the changes target different models and different test failures, so there is no duplicate PR to merge around.", + "best_issue_reason": null, + "best_pr_reason": "No clear global best PR: each PR addresses a distinct test environment or compatibility problem, and none is representative of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Different model families and different failure modes: Cohere2 MoE test sizing/offload tuning vs DeepSeek V4 quant-cache incompatibility. Not the same underlying bug or mergeable into one PR." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46366", + "accept": false, + "reason": "Same file and model, but different code paths and fixes: one skips a quant-cache test, the other changes distributed-worker backend selection to support XPU. These are separate changes, not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/manifest.json b/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e5b544183f841fdab6c68ddb1f60477d6243fdbf --- /dev/null +++ b/snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260603t060020z", + "artifacts": { + "hybrid": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-03T06:10:12Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260603T060020Z", + "variant": "hybrid" +} diff --git a/snapshots/20260603T060020Z/manifest.json b/snapshots/20260603T060020Z/manifest.json index bd3fb75197c673484619b5e9c0876e6efe96c64d..383d4dc4045c842e03fc7666d93c6965df42cd8d 100644 --- a/snapshots/20260603T060020Z/manifest.json +++ b/snapshots/20260603T060020Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 349 }, "extracted_at": "2026-06-03T06:00:20Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260603t060020z", + "runs": { + "hybrid-model-20260603t060020z": { + "analysis_id": "hybrid-model-20260603t060020z", + "artifacts": { + "hybrid": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/manifest.json", + "model": null, + "published_at": "2026-06-03T06:10:12Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260603T060020Z", "watermark": {