diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ccb8790eeafe6fc481a6cc06a3bfaceaa28d3e6c..9469c61e81d88cad28d0715296420b6d53282a23 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": "20260607T180020Z", - "generated_at": "2026-06-07T18:05:42Z", + "snapshot_id": "20260608T000032Z", + "generated_at": "2026-06-08T00:06:14Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1972,6 +1972,176 @@ } ] }, + { + "cluster_id": "cluster-46291-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46291.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46291, + "canonical_pr_number": 46293, + "issue_numbers": [ + 46291 + ], + "pr_numbers": [ + 46293, + 46478 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46293, + "right_pr_number": 46478, + "code_similarity": 0.483, + "size_similarity": 0.325, + "file_overlap": 0.333, + "area_overlap": 0.862, + "patch_similarity": 0.111, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 89, + 180 + ], + [ + 233, + 247 + ] + ], + "right_ranges": [ + [ + 89, + 181 + ], + [ + 234, + 248 + ], + [ + 263, + 269 + ], + [ + 360, + 366 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46463-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46463.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46463, + "canonical_pr_number": 46465, + "issue_numbers": [ + 46463 + ], + "pr_numbers": [ + 46465, + 46470 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46465, + "right_pr_number": 46470, + "code_similarity": 0.501, + "size_similarity": 0.737, + "file_overlap": 0.333, + "area_overlap": 0.647, + "patch_similarity": 0.184, + "shared_filenames": [ + "src/transformers/models/mt5/modeling_mt5.py", + "src/transformers/models/t5/modeling_t5.py", + "src/transformers/models/umt5/modeling_umt5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/mt5/modeling_mt5.py", + "left_ranges": [ + [ + 656, + 662 + ], + [ + 665, + 671 + ] + ], + "right_ranges": [ + [ + 654, + 660 + ], + [ + 664, + 670 + ] + ] + }, + { + "filename": "src/transformers/models/t5/modeling_t5.py", + "left_ranges": [ + [ + 645, + 651 + ], + [ + 654, + 660 + ] + ], + "right_ranges": [ + [ + 643, + 649 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/umt5/modeling_umt5.py", + "left_ranges": [ + [ + 614, + 620 + ], + [ + 623, + 629 + ] + ], + "right_ranges": [ + [ + 612, + 618 + ], + [ + 622, + 628 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2105,104 +2275,49 @@ ] }, { - "cluster_id": "cluster-46463-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46463.", + "cluster_id": "cluster-46424-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46424.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 46463, - "canonical_pr_number": 46465, + "confidence": 0.8, + "canonical_issue_number": 46424, + "canonical_pr_number": 46436, "issue_numbers": [ - 46463 + 46424 ], "pr_numbers": [ - 46465, - 46470 + 46436, + 46481 ], "evidence_types": [ "closing_reference", - "shared_issue_target" + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46465, - "right_pr_number": 46470, - "code_similarity": 0.63, - "size_similarity": 0.737, + "left_pr_number": 46436, + "right_pr_number": 46481, + "code_similarity": 0.59, + "size_similarity": 0.98, "file_overlap": 0.333, - "area_overlap": 1.0, - "patch_similarity": 0.214, + "area_overlap": 0.615, + "patch_similarity": 0.525, "shared_filenames": [ - "src/transformers/models/mt5/modeling_mt5.py", - "src/transformers/models/t5/modeling_t5.py", - "src/transformers/models/umt5/modeling_umt5.py" + "src/transformers/generation/utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/mt5/modeling_mt5.py", - "left_ranges": [ - [ - 654, - 660 - ], - [ - 664, - 670 - ] - ], - "right_ranges": [ - [ - 654, - 660 - ], - [ - 664, - 670 - ] - ] - }, - { - "filename": "src/transformers/models/t5/modeling_t5.py", + "filename": "src/transformers/generation/utils.py", "left_ranges": [ [ - 643, - 649 - ], - [ - 653, - 659 + 1918, + 1930 ] ], "right_ranges": [ [ - 643, - 649 - ], - [ - 653, - 659 - ] - ] - }, - { - "filename": "src/transformers/models/umt5/modeling_umt5.py", - "left_ranges": [ - [ - 612, - 618 - ], - [ - 622, - 628 - ] - ], - "right_ranges": [ - [ - 612, - 618 - ], - [ - 622, - 628 + 1918, + 1925 ] ] } @@ -2605,6 +2720,24 @@ "target_issue_number": 46234, "reason": "PRs in cluster-46234-3 are treated as duplicates because they converge on issue #46234 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-46291-3", + "canonical_pr_number": 46293, + "duplicate_pr_numbers": [ + 46478 + ], + "target_issue_number": 46291, + "reason": "PRs in cluster-46291-3 are treated as duplicates because they converge on issue #46291 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46424-3", + "canonical_pr_number": 46436, + "duplicate_pr_numbers": [ + 46481 + ], + "target_issue_number": 46424, + "reason": "PRs in cluster-46424-3 are treated as duplicates because they converge on issue #46424 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-46463-3", "canonical_pr_number": 46465, @@ -2612,7 +2745,7 @@ 46470 ], "target_issue_number": 46463, - "reason": "PRs in cluster-46463-3 are treated as duplicates because they converge on issue #46463 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46463-3 are treated as duplicates because they converge on issue #46463 with closing_reference evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ad34cf9ca9fa724fefa17b8d7573e9871ff30b03..5293c6e16de5d69b689e5922a9ce28b7c9056501 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": "20260607T180020Z", - "generated_at": "2026-06-07T18:05:42Z", + "snapshot_id": "20260608T000032Z", + "generated_at": "2026-06-08T00:06:14Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -134,7 +134,7 @@ "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "9c4e115b0e734759578c76ad8548784ff55018e36cac48bd9bf3be5118fe8a69", + "prepared_review_unit_hash": "cbecb1b9274de51440f539fa6d1b0add94786df118b15f99356bf69853c8c785", "component_budget": { "node_count": 453, "item_count": 453, @@ -156,348 +156,408 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loose semantic matches. The clear duplicates are the DeepSpeed ZeRO-3 index-out-of-bounds reports and the Qwen3_5Moe rotary-embedding materialization/offload reports; the rest differ by model, backend, or feature area.", - "confidence": 0.7, - "canonical_issue_reason": "issue:41762 is the broadest concrete repro of the DeepSpeed ZeRO-3 index-0-out-of-bounds bug, and it cleanly captures the shared failure mode across the BertModel variants.", + "summary": "This cluster is mostly heterogeneous issue reports with two small duplicate pockets: DeepSpeed ZeRO-3/BERT index errors, and Qwen3.5 MoE rotary-embedding/offload state handling. Most proposed edges are only superficial text similarity, not true duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43596 is the best canonical anchor among the genuine duplicate candidates: it states the broader DeepSpeed ZeRO-3 + BERT IndexError, and issue:43638 reads like the same failure with a more specific non-pretrained-BERT setup.", "canonical_pr_reason": null, - "best_issue_reason": "Best issue to keep as the anchor for the strongest duplicate subgroup: it has a specific repro, a clear failure signature, and the most general model-level framing among the ZeRO-3 index-error reports.", + "best_issue_reason": "issue:43596 is the strongest issue to keep as the representative bug report because it is the cleaner, more general description of the repeated BERT/ZeRO-3 zero-size tensor failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failures: missing config attr vs streaming chat/completions bug." + "reason": "Different model/configuration and different failure mode; both are Qwen-related but not the same bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend issues; AMD GPU failure vs MPS histogram kernel limitation." + "reason": "Different hardware/backend symptoms; no clear shared code path." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are model-specific runtime failures, but the symptoms and code paths are unrelated." + "reason": "Different model families and different device/dtype failure contexts." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different problems: autocast dtype mismatch vs AMD GPU support failure." + "reason": "Both are MoE-related, but the dtype/autocast bug and AMD GPU runtime issue are not the same concrete defect." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model/application area; no shared bug signature." + "reason": "Different model/example failures; too broad to be one underlying bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different failure modes in different models; only broad MoE/GPU similarity." + "reason": "Unrelated model/runtime issues; only shared broad MoE/subsystem wording." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collectives mismatch vs ONNX export error are unrelated." + "reason": "Different subsystems and different error classes; not the same bug." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different export/runtime issues for different models." + "reason": "Different model export error versus FP8 quantization failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug vs auto device-map CUDA assert are different paths." + "reason": "Different model/runtime path; generic similarity only." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different feature areas: table QA crash vs outdated RAG examples." + "reason": "One is a task crash, the other is outdated docs; not the same issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they cover different doc topics and removals." + "reason": "Both are docs cleanup after v5, but they target different deprecated references and are not the same concrete change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue vs GenerationMixin import error are unrelated." + "reason": "Different failure types: export error versus import error." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different problems: SFT embedding unpacking vs training-resume with trust-remote-code." + "reason": "Different training workflow bugs with no shared code path." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic shape-mask error vs Gemma4 PLE device mismatch; not the same bug." + "reason": "Different tensor-shape/indexing issue versus device-map forward mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different failure signatures and code paths." + "reason": "Both mention IndexError, but one is a DeepSpeed ZeRO-3 BERT loading bug and the other is a mask shape mismatch; not the same defect." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 index error vs training-resume issue are unrelated." + "reason": "Unrelated training resume / trust-remote-code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but the concrete bug and model context differ." + "reason": "Different error families; the BERT/ZeRO-3 zero-size issue is not the same as the mask-shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index shape mismatch vs video feature/token mismatch are different." + "reason": "Different multimodal/video token issue versus tensor mask mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different code paths: tensor mask error vs TP-only MoE issue." + "reason": "Different model/runtime failure modes; too broad to merge." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different model/training context; not the same underlying bug." + "reason": "Unrelated training resume bug and official example bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template failure vs training-resume issue are unrelated." + "reason": "Different Qwen video template bug versus training resume issue." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different model/loading failures; only generic training/setup similarity." + "reason": "Different training/loading problems; only superficial similarity." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug vs ONNX export are unrelated." + "reason": "Different product areas and failure types." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed symptoms: collective mismatch vs index-out-of-bounds on load." + "reason": "Both involve distributed training, but the collectives mismatch and zero-size BERT loading bug are distinct." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds failure with only the model/repro varying." + "reason": "Same DeepSpeed ZeRO-3/BERT zero-size IndexError on the same loading path; one is just a more specific non-pretrained-BERT variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy issue vs GPT-OSS TP-only issue are different code paths." + "reason": "Liger kernel cross-entropy behavior is unrelated to GPT-OSS TP failures." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." + "reason": "Different tokenization/LoRA behaviors and different code paths." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime failures with no shared concrete bug." + "reason": "Different model/runtime issues; no shared underlying bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP/checkpointing recompute mismatch vs mask-shape mismatch are unrelated." + "reason": "Both are shape-related, but one is checkpointing/FSDP and the other is mask indexing; not the same issue." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the errors are distinct and not the same bug." + "reason": "Both are DeepSpeed-related, but they are distinct runtime failures." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding bug around offload/materialization; one is the broader symptom, the other the specific memory issue." + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding device/offload/materialization bug around inv_freq handling." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 index error vs GPT-OSS tensor-parallel failure are unrelated." + "reason": "Different BERT/ZeRO-3 loading bug versus GPT-OSS TP bug." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP recompute bug vs custom trainer signature mismatch." + "reason": "Activation checkpointing/FSDP tensor mismatch is unrelated to trainer API signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model/load failures; no shared concrete code path." + "reason": "Different model and different failure path." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Different model families and different device mismatch symptoms." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal model issues, but the specific bugs differ (reverse embedding lookup vs video token/template mismatch)." + "reason": "Different Gemma4 embedding behavior versus Qwen3.5 video-token mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different hardware/backend problems; no same underlying change." + "reason": "Different model/runtime problems; only broad MoE similarity." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "v4.53/vLLM config attr regression vs Mistral regex patch crash are different issues." + "reason": "Different model-specific compatibility bugs with no shared code path." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-map mismatch vs Gemma4 reverse embedding lookup are separate bugs." + "reason": "Different Gemma4 issues: device placement mismatch versus expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility vs Qwen NVFP4 runtime failure are unrelated." + "reason": "General torch compatibility complaint versus NVFP4 model runtime failure; not the same defect." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different DeepSpeed/FSDP vs auto device-map CUDA assert bugs." + "reason": "Different distributed-training and device-mapping failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE models and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are model execution issues, but not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model/runtime errors; only generic dtype/runtime similarity." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backend failures; no same code path." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training vs inference/runtime issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen model bugs and different failure locations." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error surfaces." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid-method bug in one model versus MPS histogram integer support issue in another." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call is unrelated to Qwen3.5 SFT unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both involve ZeRO-3 loading, but Gemma3 and BertModel failures are different bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs removals, but they address different removed items and pages." + "reason": "Related to docs removals in v5, but they are different obsolete references and not the same change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram kernel limitation are unrelated." + "reason": "Different model/backend errors; no concrete shared bug." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT trainer embedding issue vs MPS backend kernel limitation are unrelated." + "reason": "Different training packing issue versus MPS backend limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross-entropy call vs Phi-tiny-MoE autocast mismatch are different failures." + "reason": "Different code paths and different failure modes." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different problems: collective mismatch vs trainer compute_loss signature change." + "reason": "Different DeepSpeed/model issues and different APIs involved." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP issue vs GenerationMixin import error are unrelated." + "reason": "Activation checkpointing mismatch is unrelated to the GenerationMixin import breakage." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU runtime failure vs outdated RAG examples are not the same bug." + "reason": "Different model runtime bug versus docs issue." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different model/runtime paths; no concrete duplicate match." + "reason": "Liger kernel cross-entropy issue is unrelated to tensor mask mismatch." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption vs text encoder weights not loading are different issues." + "reason": "Corrupted checkpoint versus missing text-encoder weights; not the same underlying bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different torch/transformers compatibility regressions with different triggers." + "reason": "General version incompatibility reports, but for different dependency combinations and symptoms." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different runtime compatibility failures; not the same underlying bug." + "reason": "Different backend/version breakages and different model-loading surfaces." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure; different model repro only." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure; same underlying code path." + "accept": false, + "reason": "Both are ZeRO-3 loading errors, but the Gemma3 and BERT cases are distinct." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "vLLM Gemma3 config attr regression vs Qwen3 device-mapping CUDA assert are unrelated." + "reason": "Different model/config attribute failure versus device-map CUDA assert." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet overall. The canonical/anchor choice is supported by the titles and the accepted soft pairs stay within two defensible clusters: DeepSpeed ZeRO-3 index-out-of-bounds and Qwen3_5Moe rotary-embedding/offload. The rejected pairs are conservative and the summary does not overstate the evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pockets are well-supported by the issue titles, and the rejections avoid overstating weak similarity into duplicate claims." }, "evaluator_used": true, "retried": false, @@ -1887,7 +1947,7 @@ "issue:44164|issue:44291", "issue:45276|issue:45335" ], - "prepared_review_unit_hash": "f735b4ee5c5b949640285e1f11dc1a2aa7ff5073e2af850a2570f8c841da778d", + "prepared_review_unit_hash": "042842c614e053df23f6d4767da79b2e717556dd01119f30f45e195b3bf62210", "component_budget": { "node_count": 453, "item_count": 453, @@ -1909,204 +1969,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only two soft edges look like true duplicates: the Transformers v5 non-persistent buffer regression and the resize_token_embeddings/output_embeddings regression. No PRs were present.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43644 is the clearest representative of the non-persistent-buffer regression and is an almost exact duplicate of issue:44534.", + "summary": "This cluster is mostly heterogeneous; only one soft edge is a clear duplicate. Most other pairs share a broad theme (loading/regression/model-family issues) but not the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "No single issue covers the whole cluster well. Among the near-duplicates, issue 44534 is the best anchor because it states the v5 non-persistent-buffer corruption regression in a broad, reusable way.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall issue candidate: it states the bug directly, is broadly phrased, and has an exact duplicate match.", + "best_issue_reason": "Issue 44534 is the clearest representative of the one obvious duplicate subcluster and has the most general wording for the shared regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different bugs: `_is_hf_initialized`/init regression vs long-ocr mask index error." + "reason": "Different failures: _is_hf_initialized/device init vs OCR long-input mask indexing." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Unrelated code paths: ZeRO-3/BertModel index error vs tokenizer mapping lookup failure." + "reason": "Different code paths: ZeRO-3/Bert loading vs tokenizer mapping lookup." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: ZeRO-3 BertModel indexing vs `add-new-model-like` tokenizer mapping logic." + "reason": "IndexError under ZeRO-3 is unrelated to tokenizer mapping/model registration." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-related, but they concern different models and different validation issues." + "reason": "Both are config-loading failures, but the model/config causes are different and not clearly the same regression." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug vs mask/tensor shape mismatch; no shared concrete root cause." + "reason": "Tokenizer-mapping failure and mask/tensor shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/offload, but one is dequantized-model offload failure and the other is Strix Halo mmap OOM." + "reason": "Both mention loading/offload/memory, but one is quantized device_map offload and the other is Strix Halo mmap OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities at inference and the other is a docs example/model-processor mismatch with quantization errors." + "reason": "Same model family, but one is zero probabilities and the other is docs/example mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical reports of the same Transformers v5 regression filling non-persistent buffers with junk." + "reason": "Near-identical regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different bugs: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading in accelerate." + "reason": "LoRA/qwen3_moe compatibility issue vs BitNet packed-weight unpacking bug are different." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related, but one is auto device-map CUDA assert and the other is FineGrainedFP8Config failure." + "reason": "Different Qwen3 failures: CUDA assert with auto device map vs FineGrainedFP8Config." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated models and symptoms: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8 config vs mmap OOM on Strix Halo." + "reason": "Unrelated: Qwen3MoE FP8 failure vs Strix Halo mmap OOM." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model loading failures, but they are different models and no shared code-path bug is evident." + "reason": "Both are model load failures, but the models and likely root causes differ; not enough evidence of the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Load-time ZeRO-3 language_model issue vs save_pretrained visual-encoder key regression." + "reason": "ZeRO-3 language_model loading issue vs save_pretrained visual encoder key regression are different." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different areas: Qwen3 MoE LoRA loadability vs Gemma4 resize_token_embeddings behavior." + "reason": "LoRA/qwen3_moe branch incompatibility vs resize_token_embeddings propagation bug are unrelated." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs Nemotron example breakage; not the same bug." + "reason": "GraniteMoEHybrid invalid method call vs Nemotron example broken are not the same bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both concern specific model/tokenizer loading, but they are different models and likely different regressions." + "reason": "Both are tokenizer/load failures, but for different models and no shared concrete failure mode is shown." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint resume math vs SGD optimizer args not being used." + "reason": "Checkpoint max_steps calculation bug is unrelated to SGD args being ignored." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a buffer-initialization regression; the other is a Jupyter custom-model initialization issue." + "reason": "Both are Transformers v5 issues, but one is buffer corruption and the other is Jupyter custom-model initialization." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but the concrete bugs differ: docs/example errors vs nonsensical inference output." + "reason": "Same SigLIP2 family, but one is docs/example errors and the other is nonsensical outputs; not clearly the same fix." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and model families." + "reason": "Different tokenizer regressions in different model families and code paths." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different problems: Qwen3 MoE training memory use vs quantization offload behavior." + "reason": "Qwen3 MoE training memory usage vs quantization offloading behavior are different issues." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure vs Qwen3-VL weight-shape mismatch." + "reason": "Different model-loading failures with different models and symptoms." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but they are distinct bugs with different triggers and code paths." + "reason": "Training memory inefficiency vs int4 quantization OOM are related only broadly, not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and failures: Qwen3 MOE weight conversion vs GLM-4.7-Flash loading in tests." + "reason": "Accelerate+deepspeed weight conversion problem vs GLM-4.7-Flash load issue are different." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor `_tokenizer` missing are unrelated." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue vs quantized-model save/load regression; no shared underlying bug." + "reason": "GLM5 issue vs sinq save/load quantization break are different." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/Qwen3 MoE compatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "LoRA/hf4.x compatibility vs resize_token_embeddings propagation bug are unrelated." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different bugs: Qwen3 MoE LoRA reuse vs Qwen3-VL loading shape mismatch." + "reason": "Different model families and failure modes." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights `_is_hf_initialized` are related to loading, but not the same concrete bug." + "reason": "Extra_state save/load handling and init_empty_weights _is_hf_initialized constructor error are different bugs." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression: output embeddings are not updated across related Gemma4/T5Gemma model variants." + "accept": false, + "reason": "Very similar symptom, but different model implementations and no evidence of one shared underlying code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative overall. The two accepted pairs are well-supported by the issue titles/body themes, and the other pairs are rejected with reasonable distinctions. The only slightly strong phrasing is calling the 43644/44534 pair an \"exact duplicate\" in the best_issue_reason; \"near-exact\" would be safer, but it does not materially undermine the evaluation." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:43644 vs issue:44534, is well supported by the nearly identical titles and shared Transformers v5 non-persistent-buffer regression. The remaining rejections do not overclaim equivalence, and the summary correctly characterizes the cluster as mostly heterogeneous." }, "evaluator_used": true, "retried": false, @@ -2210,7 +2270,7 @@ "issue:45812|issue:46315", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "3d411bfed465e8ca7c03b910aa571bd27c0693859a8d65235e3906ddbd772ef7", + "prepared_review_unit_hash": "6402467147aa80bedc1d9c49d73a217f5b532e8b80a60e11e56e796329376eeb", "component_budget": { "node_count": 453, "item_count": 453, @@ -2232,210 +2292,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs and regressions. The only clear duplicate-like subgroup is the resize_token_embeddings / output-embedding propagation issue spanning Gemma4, generic output_embeddings, and t5gemma decoder.embed_tokens.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45292 is the most model-agnostic representative of the resize_token_embeddings propagation bug and sits at the center of the duplicate-like subgroup.", + "summary": "This cluster is mostly heterogeneous transformer bugs, not one large duplicate set. The only clear duplicate family is around `resize_token_embeddings` not updating downstream embeddings across model variants; the rest are distinct regressions in model loading, quantization, checkpointing, offload, or attention paths.", + "confidence": 0.9, + "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the broad, model-agnostic `resize_token_embeddings` regression most cleanly and can subsume the more specific Gemma4/T5Gemma variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 best captures the shared underlying embedding-resize defect without being tied to one model family.", + "best_issue_reason": "`issue:45292` is the strongest global issue candidate: concise, general, and representative of the only tight duplicate family in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different failures: Qwen3.5 Flash Attention position_ids parsing vs sink-less flash_attention.py AttributeError." + "reason": "Both involve flash-attention-related failures, but the concrete bugs differ: illegal memory access from 3D `position_ids` vs an `AttributeError` on `s_aux=None`." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Related to lm_head tying, but these are different model classes and symptoms; not the same concrete bug." + "reason": "Both concern `lm_head` tying, but they are model-specific reports with different affected architectures and symptoms; not clearly the same bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated issues: device-map CUDA assert on Qwen3 vs batched AudioFlamingo3 inference leakage." + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both mention loading/runtime issues, but torch 2.10 incompatibility and meta-device model loading are distinct problems." + "reason": "Both are loading/runtime regressions, but one is a Torch 2.10 compatibility issue and the other is a `meta`-device loading bug affecting some models." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc example errors and GLM5 are unrelated." + "reason": "Completely different areas: documentation example errors for SigLIP2 vs a GLM5 model issue." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model-loading failures for different models." + "reason": "Both are model-loading problems, but the root causes and affected models differ; this is not the same underlying bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA is unrelated to the apex RMSNorm memory leak." + "reason": "Different problems in different subsystems: LoRA gradient checkpointing vs an apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization-related, but offloading behavior and increased reserved-memory/OOM are not the same bug." + "reason": "Both touch quantization/offloading, but one is an offload behavior bug and the other is a CUDA reserved-memory/OOM regression; too broad to merge." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + "reason": "An import-path error for `GenerationMixin` and a Whisper pipeline `return_language` regression are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError vs composite Qwen config unwrapping are different code paths." + "reason": "Gemma4 FSDP2 `KeyError` and Qwen multimodal `text_config` unwrapping are different code paths and different bugs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument mismatch and mmap/OOM on Strix Halo are unrelated." + "reason": "`init_empty_weights` constructor-arg breakage and disabling mmap for Strix Halo OOM are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model-specific training/offload bugs." + "reason": "Both are Qwen/Gemma-era model issues, but one is an FSDP2 attention-state bug and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "Different model families and different failure modes: cross-track embedding leakage vs device mismatch with `device_map=\"auto\"`." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different memory issues: int4 quantization OOM vs mmap causing OOM on Strix Halo." + "reason": "Both mention memory, but one is int4 quantization reserved-memory growth and the other is mmap/OOM on Strix Halo; not the same bug." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Loading error due to _is_hf_initialized arg and MXFP4 fallback to bf16 are different quantization/loading bugs." + "reason": "`init_empty_weights` arg handling and MXFP4 loading/fallback behavior are separate regressions." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression and mmap disablement for OOM are unrelated." + "reason": "`meta`-device loading failures and Strix Halo mmap/OOM are different issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 KeyError are different issues." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and checkpointing in eval mode are distinct bugs." + "reason": "Gradient checkpointing with PEFT LoRA and checkpointing in eval mode are distinct issues." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram implementation issue for MoE is unrelated to the Nemotron example breakage." + "reason": "MPS histogram support for Int in MoE code is unrelated to the broken Nemotron example." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings bug: resized embeddings are not propagated to output embeddings / related tied weights." + "reason": "Same underlying `resize_token_embeddings` regression: both report resized embeddings not propagating to output-related weights, with `45276` being the Gemma4-specific manifestation." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and official Nemotron example breakage are not the same concrete failure." + "reason": "NemotronH checkpoint loading and the official Nemotron example are related only at a very broad model-family level, not the same bug." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + "reason": "`save/from_pretrained` extra_state handling and disabling mmap for OOM are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7 loading test failure and Qwen3.5 save_pretrained regression are different issues." + "reason": "GLM-4.7-Flash test-loading failure and Qwen3.5 checkpoint save regression are different model-specific problems." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are unrelated." + "reason": "Video-input regression for Qwen VL models and strict Granite speech config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Checkpointing in eval mode and Qwen3.5 RLHF gradient explosion are different bugs." + "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from 3D `position_ids` are different defects." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is a permissions propagation issue in save_pretrained; the other is wrong custom-module loading after save_pretrained." + "reason": "One is a permissions propagation problem in `save_pretrained`; the other is loading the wrong custom module after saving." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less AttributeError and Gemma4 FSDP2 KeyError are unrelated." + "reason": "Flash-attention `s_aux` handling and Gemma4 FSDP2 shared-state rebuilding are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer max_steps resume miscalculation are unrelated." + "reason": "Custom model initialization breakage in notebooks and incorrect `max_steps` on checkpoint resume are separate issues." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model init breakage and extra_state save/load failure are different problems." + "reason": "Defining/initializing custom models in Jupyter and `extra_state` save/load handling are different problems." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings propagation defect, now observed on t5gemma decoder.embed_tokens." + "reason": "Same `resize_token_embeddings` family of bug: both describe embeddings not being updated after resize, just on different model subcomponents (`output_embeddings` vs `decoder.embed_tokens`)." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer ID regression and convert_tokens_to_ids slowdown are different regressions." + "reason": "Tokenizer ID regression and slow `convert_tokens_to_ids` are both tokenizer-related but clearly different bugs." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device model loading are unrelated." + "reason": "A dtype mismatch under autocast for Phi-tiny-MoE is unrelated to `meta`-device loading failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like subgroup is the resize_token_embeddings/output_embeddings cluster centered on issue:45292, and the other soft-edge rejections are generally cautious rather than overstated." + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft-edge pairs are the clear `resize_token_embeddings` variants, which look mergeable into one bugfix family; the rest are appropriately rejected as distinct issues." }, "evaluator_used": true, "retried": false, @@ -2798,8 +2858,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -3124,8 +3184,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -3753,8 +3813,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -3838,7 +3898,7 @@ "issue:43749|issue:44534", "issue:44991|issue:46291" ], - "prepared_review_unit_hash": "413c4918b048acf428dccef48ade10eec2c347dbceb87b5371269ce9ea5362b2", + "prepared_review_unit_hash": "fbb9969745c4b7b12a6a03e3b445ee7748582ee78e51e8527031f09b3a134363", "component_budget": { "node_count": 453, "item_count": 453, @@ -3860,192 +3920,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same concrete bug/change; the list is a mix of unrelated model-loading, tokenizer, offload, and multimodal regression reports. If a single representative issue is needed, the broad offloading/quantization report is the best anchor.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43873 is the broadest and most central offloading/quantization bug report in the set, so it is the best umbrella issue if one representative must be chosen.", + "summary": "This cluster is a broad false-positive bucket: the items span unrelated bugs across loading, tokenization, multimodal processing, quantization/offload, training, and docs. I do not see any true duplicate pairs among the soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue; the items cover unrelated regressions and model-specific bugs, so picking one as a duplicate anchor would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the clearest generic scope around offloading plus quantization, making it the most suitable cluster representative among these unrelated reports.", + "best_issue_reason": "issue:43873 is the closest broad representative of the offloading/quantization subset, but it still does not represent the rest of the heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different failure modes: init_empty_weights/_is_hf_initialized vs strict config loading for granite_speech." + "reason": "Both are loading/config-related, but one is an unexpected `_is_hf_initialized` arg in `init_empty_weights` while the other is strict config handling for `granite_speech`; different code paths." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are multimodal regressions, but one is a video-input regression and the other is a device-mismatch forward failure." + "reason": "Both involve multimodal models, but one is a video-input rope-index regression and the other is a device-map forward mismatch in Gemma4; not the same bug." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to torch.export.export failing on torch_compilable_check." + "reason": "`device mismatch` CPU offload vs `torch.export.export` failure with `torch_compilable_check` are unrelated mechanisms and fixes." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization bug vs tokenizer behavior change; not the same code-path problem." + "reason": "Quantization/offloading behavior and tokenization changes are different subsystems with different failure modes." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different incompatibilities: PaddleOCR-VL loading in vLLM vs torch/transformers version mismatch." + "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers compatibility issue are not the same underlying defect." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to PEFT adapter checkpoint loading." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate bugs." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on a language model is unrelated to Whisper empty-transcription generation failure." + "reason": "High perplexity on a language model and Whisper failing on empty transcription are unrelated symptoms and code paths." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Voice preset handling in Bark is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Bark `voice_preset` and progressive generation with `inputs_embeds/past_key_values` are different generation issues." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Specific BOS/EOS insertion bug for one tokenizer is not the same as broad wrong-token-IDs regression across multiple models." + "reason": "A tokenizer-specific BOS/EOS regression and a broader wrong-token-IDs regression may look similar, but they affect different tokenizers and likely different fixes." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Generation cache/input-embed issue vs auto device-mapping cudaErrorAssert are different problems." + "reason": "Progressive generation cache behavior and Qwen3 auto-device-map CUDA asserts are unrelated failures." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to export failures involving torch_compilable_check." + "reason": "LayoutLMv2 tokenizer padding/truncation crashes and `torch.export` issues with `torch_compilable_check` are different bugs." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Model loading failure for glm-4v-9b vs tokenizer loading failure for cjvt/sleng-bert are unrelated." + "reason": "A model loading failure and a tokenizer loading failure for different models are not the same underlying problem." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both mention loading/latents, but one is CPU offload device mismatch and the other is DAC from_latents vs forward mismatch." + "reason": "CPU offload device mismatch and DAC `from_latents` mismatch due to missing STE are unrelated code paths." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + "reason": "SigLIP2 docs example errors and Qwen2.5-VL iterable-dataset finetuning failure are different problems." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but one is auto device-map crash on A800 and the other is a forward-time device mismatch in Gemma4 PLE." + "reason": "Both are device-related crashes, but one is a Qwen3 auto-device-map CUDA assert and the other is a Gemma4 PLE forward mismatch; not mergeable as one fix." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying/garbage generation is unrelated to torch.compile SDPA failure." + "reason": "Weight tying causing bad text generation and a torch.compile SDPA failure are unrelated." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one is unrelated to tokenizer performance regression." + "reason": "An off-by-one in streaming mask logic and a slow `convert_tokens_to_ids` regression are different bugs." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batch inconsistency in MIMI is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "MIMI batching/padding-mask correctness and OmDet-Turbo input-size mismatch are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying bug in AyaVision is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + "reason": "Garbage generation from missing `lm_head` tying and a bfloat16 dtype mismatch in CI are different failure modes." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Similar offload/quantization theme, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading regression; not enough evidence of one concrete bug." + "reason": "Both involve offload/quantization, but one is loading dequantized models with `device_map=auto` and the other is a broader quantization offloading issue; not the same concrete bug." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "MOE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model is unrelated to gradient checkpointing not being effective with LoRA." + "reason": "Perplexity anomalies and ineffective gradient checkpointing with PEFT LoRA do not share a concrete code path." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI encoder batching bug is unrelated to Perceiver image classification at non-default resolution." + "reason": "Batching/padding-mask correctness in MIMI and Perceiver resolution interpolation are separate model behaviors." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault on load is unrelated to sinq quantized model save/load breakage." + "reason": "A Llava Next load-time segfault and broken save/load for sinq-quantized models are different bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Missing `pad_token_idx` in StableLmConfig and failing to unwrap `text_config` for composite Qwen configs are unrelated config issues." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "LM head weight tying and BitNet packed-weight unpacking during accelerate loading are different mechanisms." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL rope-index regression is unrelated to slow convert_tokens_to_ids behavior." + "reason": "Temporal position scaling for Qwen2.5-VL video/image inputs and a token conversion speed regression are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "cudaErrorAssert under auto device mapping is not the same as a Llava Next loading segfault." + "reason": "Both are crashes during model use/loading, but Qwen3 auto device mapping and Llava Next segfaults are not the same defect." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading is unrelated to non-persistent buffer initialization junk in v5." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk initialization are different issues." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression for EMBEDDIA/est-roberta is unrelated to kernels v0.15 requiring version/revision on import." + "reason": "Tokenizer loading regression and kernels package import failure are unrelated compatibility problems." } ] }, @@ -4064,8 +4124,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -4151,7 +4211,7 @@ "issue:43525|issue:46291", "issue:44671|issue:44743" ], - "prepared_review_unit_hash": "6ea41a1f64abaf757a91a9b736e5c31da52186c8811aa7cb5cdeeeb7af02f907", + "prepared_review_unit_hash": "9f27a507f5a8b0da3b324e55d810aa49ef830c962c3c5660d99c4bf47dce64fe", "component_budget": { "node_count": 453, "item_count": 453, @@ -4173,204 +4233,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft links are mostly keyword-similar but not true duplicates: they span different models, code paths, and failure modes (trainer, serving, quantization, tokenization, processors, loading). I would reject every soft edge.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster: the linked issues describe distinct bugs rather than one underlying defect.", + "summary": "The items are thematically related to Transformers bugs, but the soft pairs are not true duplicates: they usually share a broad subsystem (serve, offload, Qwen, serialization, etc.) while the concrete failure mode differs. I found no pair that looks like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the strongest single representative only because it is broad, active, and has the most signal around offloading/quantization regressions; the cluster itself is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most discussion-heavy and has inbound references, so it is the closest thing to a hub, but it is still too broad to serve as a true duplicate representative.", + "best_issue_reason": "issue:43873 is the best overall issue candidate by activity and scope, but it still does not unify the cluster into one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Different failures in different contexts: 3d_parallel.py execution vs FineGrainedFP8Config loading." + "reason": "Both are runtime failures, but one is about running 3d_parallel.py and the other is Qwen3Moe with FineGrainedFP8Config; different code paths and failure causes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3/Qwen3.5, but one is device-map CUDA assert and the other is flash-attention generation behavior." + "reason": "Both mention Qwen3-family generation problems, but one is device-mapping cudaErrorAssert and the other is flash-attention generation behavior; not the same bug." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Different bugs: device-dependent lm_head serialization vs incorrect visual encoder keys on save_pretrained." + "reason": "Both concern serialization in v5, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; distinct defects." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Unrelated components: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated components and failure modes." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different models and subsystems: glm-4v loading vs tokenizer loading for est-roberta." + "reason": "Both are loading-related, but one is glm-4v-9b model loading and the other is tokenizer loading for a roberta model under transformers>=5; different root causes." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Different root causes: int4 quantization memory growth vs apex RMSNorm memory leak." + "reason": "Both involve memory symptoms, but one is int4 CUDA reserved memory growth and the other is an apex RMSNorm leak in T5; not the same underlying issue." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression on one model/dataset is not the same bug as a tokenization behavior change." + "reason": "Perplexity regression and tokenization changes may be related in the abstract, but the reports do not describe the same concrete bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature breakage is unrelated to running 3d_parallel.py." + "reason": "Trainer compute_loss signature mismatch is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3 pixel decoder dummy conv2d is a different issue from Sam3 text encoder weights not loading." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the decoder and the other is missing text encoder weights during load; different fix targets." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are different code paths." + "reason": "Tokenizer NER/padding crashes and dtype mismatches in inference are separate bugs in different layers." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer API breakage is unrelated to Qwen3Moe FP8 loading failure." + "reason": "CustomTrainer loss-signature compatibility is unrelated to Qwen3Moe FP8 loading/execution." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to tokenization changes." + "reason": "Video processor batch-shape bugs are not the same as tokenization differences across versions." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure." + "reason": "Strict config loading for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading behavior and mmap OOM on Strix Halo are different problems." + "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is mmap OOM on Strix Halo; not the same code-path problem." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading." + "reason": "torch.compile+SDPA failure in Bamba and packed-weights unpacking in BitNet Accelerate loading are different bugs." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and Trainer resume max_steps calculation are unrelated." + "reason": "Blip2 dtype propagation and Trainer resume_from_checkpoint max_steps calculation are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weights in Mistral3 are a different defect from Qwen3.5 visual encoder key serialization." + "reason": "Tied-weight serialization in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different issues." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are distinct bugs." + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in forward and the other is a device-mismatch during forward; different root causes." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow backend in torch extras is unrelated to kernels v0.15 version/revision requirements." + "reason": "Backend extras installation and kernels version/revision requirements are unrelated packaging/import problems." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different models and symptoms: auto device-map CUDA assert vs 3d_parallel.py execution failure." + "reason": "A800 cudaErrorAssert under auto device mapping and a 3d_parallel.py failure do not describe the same bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both involve serve, but the crashes come from different causes: string `.to` misuse vs missing `_tokenizer`." + "reason": "Both crash in serve, but one is a string passed to .to in multimodal batching and the other is a missing _tokenizer on Gemma4Processor; distinct defects." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different device/runtime issues: torch.compile SDPA failure vs CPU-offload device mismatch." + "reason": "torch.compile/SDPA failure in Bamba and CPU-offload device mismatch in bark-small are different execution paths." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are processor/image-size issues, but they affect different models and preprocessing behavior." + "reason": "OmDet-Turbo processor image-size mismatch and Perceiver non-default-resolution failure both concern preprocessing, but not the same underlying bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash in LayoutLMv2 and OmDet-Turbo image-size mismatch are unrelated." + "reason": "LayoutLMv2 tokenizer NER/padding crashes and OmDet-Turbo processor size mismatch are unrelated tokenizer/processor bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression is not the same as version-dependent tokenization changes." + "reason": "Processor.tokenizer regression and tokenization changes across versions are too broad to be the same concrete bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 loading and dequantized device_map offload failures are different bugs." + "reason": "Qwen3Moe FP8 failure and dequantized model loading with device_map=auto/offload are different model-loading issues." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision and read-only permission propagation are unrelated save/load issues." + "reason": "Both are file/path/save_pretrained related, but one is trust_remote_code cache path collision and the other is permissions propagation from source files; not duplicates." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + "reason": "GenerationMixin import error is unrelated to running 3d_parallel.py." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to kernels version/revision handling." + "reason": "Torch 2.10 compatibility and kernels v0.15 import/version requirements are different dependency issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device-mapping CUDA assert is not the same as tensor-parallel support failure in GPT-OSS MoE." + "reason": "Both touch Qwen/GPT-OSS scale models, but one is device-mapping crash and the other is tensor-parallel support; not the same bug." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels dependency versioning." + "reason": "Llama4Config pad_token_id absence and kernels import requirements are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM prediction regression and Qwen3.5 recurrent-state reset are different model-specific bugs." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset in modular code are separate model-behavior bugs." } ] }, @@ -4389,8 +4449,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -4473,7 +4533,7 @@ "issue:34567|issue:35707", "issue:44625|issue:45479" ], - "prepared_review_unit_hash": "dd94a886ad4eea7cc87d3708e98357cdd3a279bc0e3f92765785adac94389c04", + "prepared_review_unit_hash": "f2d3a3a434485d2f030b806f78016a94236c46a78ddddde7a4a876efb5fb59f9", "component_budget": { "node_count": 453, "item_count": 453, @@ -4495,180 +4555,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change. The items span distinct models, tokenizers, processors, configs, and runtime paths, so they should remain separate issues.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43873 is the most central/high-activity report in this set (highest discussion plus multiple inbound references) and is the broadest bug description among the issues.", + "summary": "These issues are broadly heterogeneous (tokenizers, multimodal loading, training, quantization, docs, and config regressions). None of the soft pairs look like the same underlying bug or a single mergeable PR change, so all candidate duplicates should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the set is too mixed, and the soft pairs do not point to one shared bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it has the strongest signal of impact and follow-on references, even though this set does not form a true duplicate cluster.", + "best_issue_reason": "No single issue is a safe global representative; the closest pairs still differ in model, API surface, or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer families and failure modes: Mistral regex patching vs Granite token IDs regression." + "reason": "Both are tokenizer-related, but one is a Mistral regex/backend_tokenizer loading crash and the other is a Granite token-ID regression; different paths and fixes." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated model/config bugs: Qwen3-MoE sliding window behavior vs StableLm pad_token_idx after upgrade." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx after v5 are unrelated model/config bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer-related, but they concern different classes and errors: LayoutLMv2 NER/padding crash vs MLuke AttributeError." + "reason": "Both involve tokenizers, but one is LayoutLMv2 NER padding/truncation and the other is an MLuke task AttributeError; not the same failure." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime post-processor update bug is distinct from Granite AutoTokenizer generating wrong token IDs." + "reason": "Runtime special-token post-processing and Granite AutoTokenizer token IDs are distinct tokenizer issues." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different domains: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + "reason": "Qwen3Moe FineGrainedFP8Config loading and Llava Next segfaults are unrelated multimodal/model-loading problems." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal paths and symptoms: video input ValueError vs weight_only load error." + "reason": "Both are Qwen multimodal issues, but one fails in video processing and the other in from_pretrained with weight_only; different code paths." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Beit image-processor label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast reduce_labels and glm-4v-9b loading failure are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer API signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Trainer compute_loss signature handling and Qwen3 auto device-mapping CUDA assert are different bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config issues, but different fields/models: Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct reload regression." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are unrelated config issues." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency vs T5Tokenizer method-name conflict are different bugs with different root causes." + "reason": "Both are tokenizer bugs, but one is slow/fast inconsistency and the other is a T5 special-tokens name clash; not mergeable." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metrics batch-label dropping and SAM3 text/bbox behavior are different code paths and symptoms." + "reason": "gather_for_metrics label dropping and SAM3 text/bounding-box behavior are different subsystems." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer mask-token registration are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offloading, but they are separate bugs: CPU-offload device mismatch vs packed-weight unpacking during accelerate loading." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading bugs." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing bug is unrelated to BarkProcessor voice_preset handling." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated image/audio processor issues." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is a different bug from T5's apex FusedRMSNorm memory leak." + "reason": "Quantization/offloading memory behavior and T5 apex RMSNorm memory leak are separate performance regressions." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different API surfaces and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different service paths." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels package version/revision import failure." + "reason": "PagedAttentionCache linear_attention failure and kernels version/revision import failure are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cuda error is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA memory growth under int4 quantization is unrelated to a broad tokenization-version change report." + "reason": "int4 quantization OOM and version-dependent tokenization changes are not the same bug." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both are multimodal save/load issues, but one is wrong visual encoder keys on save and the other is missing text encoder weights on load." + "reason": "Qwen3.5 visual encoder keys on save_pretrained and Sam3Model text encoder weights not loading are distinct save/load regressions." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model subsystems and unrelated failure modes." + "reason": "Device-mismatch offloading and BigBirdTokenizer empty decode output are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM from_config text_config unwrapping for Qwen multimodal configs." + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config unwrapping text_config are different Qwen config/generation issues." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning is unrelated to multimodal token counting video-branch undefined names." + "reason": "Trailing-slash import warning and undefined names in multimodal video token counting are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 device-mapping cuda assertions." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs/code is not the same as stale docs listing removed pipeline tasks." + "reason": "Cache-strategy typo and removed pipeline-task docs are documentation-level issues, not the same change." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter update bug is unrelated to progressive generation with embeddings and cache reuse." + "reason": "TrainerState token counting and progressive generation are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation is a config wiring bug, while the other is a classification loss degeneracy across models." + "reason": "Both mention num_labels, but one is config propagation and the other is zero-loss classification behavior; different fixes." } ] }, @@ -5002,8 +5062,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -5293,8 +5353,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -5601,8 +5661,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -5687,7 +5747,7 @@ "issue:45459|issue:45803", "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "6901391969a54bcc8855f9fe4bb95bca5b429c6ad772fe16e031d5ec9fad5e75", + "prepared_review_unit_hash": "802e0b2b064b96040519ef983ea3b73b04adab82651893daf4ee1368f12e0840", "component_budget": { "node_count": 453, "item_count": 453, @@ -5709,192 +5769,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs are mostly false positives spanning unrelated regressions in loading, audio, vision, training, cache, and quantization. I would not merge any of the suggested pairs. If one issue has to anchor triage, the broad remote_code regression issue is the closest umbrella, but it does not truly duplicate the rest.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it describes a general regression where recent Transformers versions break remote_code models, which is the most plausible triage sink among otherwise unrelated bugs.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share superficial vocabulary or broad subsystem overlap, but they describe different bugs, models, and code paths. I found no true duplicate PRs and rejected all soft edges. I chose the broad remote_code regression report as the best umbrella issue, but the cluster is not a clean duplicate set.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45020 is the broadest, most central user-facing regression in the set: recent Transformers versions breaking models that rely on `remote_code`. It is the closest thing to an umbrella issue here, though most other items are still distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative high-level regression issue in this cluster; it is broad enough to serve as an anchor for triage, even though it is not a true duplicate of the other items.", + "best_issue_reason": "issue:45020 has the strongest generality and impact among the issues, making it the best representative/canonical anchor for this noisy cluster even though it does not subsume the others as true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Both touch FP8/model loading, but one is an isolated reproduction and the other is a B200 inference failure; different bugs and code paths." + "reason": "Unrelated failures: an isolated reproduction of an older issue versus FP8 inference on B200." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated defects." + "reason": "Both are audio/DAC-related only at a very broad level; one is chat template sample-rate handling, the other is a DAC latent/STE mismatch." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to the CLIP text-model structure inconsistency." + "reason": "Different subsystems and failure modes: unsafe sys.modules access versus CLIP text model structure inconsistency." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Bark voice_preset and CustomTrainer compute_loss signature breakage are completely different areas." + "reason": "Different domains entirely: BarkProcessor voice preset versus Trainer.compute_loss signature change." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction and RTDetrV2 output divergence are different model/processor bugs." + "reason": "Different image-processor bugs: BEiT label reduction versus RTDetrV2 output divergence." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are unrelated." + "reason": "Tokenizer special-token registration bug versus quantized model loading/fallback behavior." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but they involve different Qwen models and likely different root causes." + "reason": "Related warning theme, but not the same concrete bug: Qwen3-Next tied-weights miswarning versus Qwen3.5 LoRA warning/config advice." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error and CLIPTokenizer max_length constant are unrelated." + "reason": "Different tokenizer/template issues: compile error on non-template nodes versus an incorrect model_max_length sentinel." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error is a specific loading failure, while remote_code breakage is a broad version regression; not the same bug." + "reason": "Different concrete failures: a loading key error for MobileLLM versus a broad remote_code regression." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BEiT label reduction and MPS attention correctness are unrelated." + "reason": "Different code paths and products: BEiT label reduction versus MPS attention correctness." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-token helper usage and stale auto_mappings config references are distinct issues." + "reason": "Different bugs: multimodal token counting/video path versus stale auto_mappings references." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL backend processors requiring torchvision." + "reason": "Different issues: missing Float8 storage object versus an image-processor torchvision dependency regression." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling for tokenizer/model loading is different from the est-roberta tokenizer regression." + "reason": "Different tokenizer/model-loading failures for different repositories and mechanisms." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO3 index error during training and evaluate-after-train failure are different trainer issues." + "reason": "Different training bugs: ZeRO-3 empty-index error versus evaluate() failing after train()." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The placeholder issue title has no concrete technical overlap with the FP8 reproduction issue." + "reason": "ADD THE DATA is not a substantive duplicate of the isolated reproduction report." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Different code paths: PEFT local checkpoint loading versus Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is unrelated to MXFP4 quantization fallback." + "reason": "Different failures: torch.compile with SDPA versus MXFP4 loading fallback." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are different defects." + "reason": "Both touch audio/model generation only loosely; one is DAC latent mismatch, the other is DiaConfig token ID persistence." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM-related symptoms, but one is an int4 memory regression and the other is a Sam3Video-specific exhaustion issue." + "reason": "Both mention OOM, but the causes are different: int4 CUDA reserved memory growth versus Sam3Video memory pressure." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import breakage and Jupyter custom-model initialization failure are different release regressions." + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different compatibility issues." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal token counting video-branch bugs are unrelated." + "reason": "Different Qwen3-MoE problems: load/conversion under accelerate+deepspeed versus sliding_window logic." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading and OmDet-Turbo processor size mismatch are separate problems." + "reason": "Different bugs in unrelated paths: BitNet packed-weight loading versus OmDet-Turbo processor size mismatch." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation bug do not share a concrete code path." + "reason": "Different model-specific generation/loading regressions for different architectures." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor resolution mismatch are unrelated." + "reason": "Different failure modes: zero probabilities in SigLIP2 versus an image-size mismatch in OmDet-Turbo." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import regression and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "ImportError for GenerationMixin and Trainer.compute_loss API mismatch are unrelated." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both concern cache behavior, but one is about lazy initialization causing recompilation and the other about max_cache_length semantics; not the same bug." + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length handling for quantized cache only." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and torchvision dependency regression are unrelated." + "reason": "Different areas: Qwen3-MoE sliding_window logic versus PIL backend requiring torchvision." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 documentation/example errors and MXFP4 quantization loading are different classes of problems." + "reason": "A documentation/example issue with model/processor mismatch and quantization failure is not the same as a specific MXFP4 loading regression." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Tokenizer protobuf error handling and Fuyu bare-except swallowing errors are separate exception-handling bugs." + "reason": "Both involve exception handling, but they are different code paths and different failure consequences." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are different processor behaviors." + "reason": "Both are audio processor issues, but sample-rate templating and Whisper decode behavior are separate bugs." } ] }, @@ -6304,7 +6364,7 @@ "issue:43756|issue:45325", "issue:45823|issue:46463" ], - "prepared_review_unit_hash": "3d808ca95c713ae293ba90f914da2f74b7cdaa0d60acd8357b9474c5fa2c3704", + "prepared_review_unit_hash": "79fb49bed28ae94aa2cea0178776bed5b13510fbbe76c9685fe56dd55d3346a9", "component_budget": { "node_count": 453, "item_count": 453, @@ -6326,190 +6386,190 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues. The only plausible near-duplicate area is the SigLIP2 pair, but the packet only supports a loose similarity between a technical discrepancy report and a broader bad-output report; it does not prove a shared root cause. No PRs are present.", - "confidence": 0.69, - "canonical_issue_reason": "If this cluster is anchored on the SigLIP2 reports, issue:43493 is the tighter canonical issue because it is the more specific technical report; issue:43994 is broader and reads more like a symptom-focused user report.", + "summary": "Most items are unrelated bug reports across different models and subsystems. The only strong duplicate-like pair is the SigLIP2 implementation discrepancy vs the nonsensical-output report; the rest are too broad or target different code paths. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43493 is the best anchor: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, which is more root-cause-oriented than the symptom-focused 43994 report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best standalone issue candidate because it is the most specific and technically focused SigLIP2 report, making it the most useful anchor if these reports are grouped together.", + "best_issue_reason": "Issue 43493 is the clearest representative of the only likely duplicate pair and is the most useful issue to keep as the canonical reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Different bug classes: DeepSpeed ZeRO3 deque failure vs a PEFT version constraint issue." + "reason": "DeepSpeed ZeRO3 deque IndexError and a PEFT version bump are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both involve video handling, but they affect different Qwen model families and do not clearly share one code path." + "reason": "Both mention video inputs, but the model scope and failure details differ; not enough evidence of the same bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Same broad area, but this is a different Qwen video-input failure on a different model path." + "reason": "Different Qwen video-input failures with no clear shared code-path or identical symptom." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Unrelated: model loading failure vs a hub API forwarding regression." + "reason": "Model loading failure and list_repo_files revision forwarding are different issues." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "Training with DeepSpeed and tokenizer slow/fast inconsistency are unrelated bugs." + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are load-time failures, but the underlying causes and code paths are different." + "reason": "A MobileLLM key error and an init_empty_weights argument mismatch are distinct load-time bugs." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch backend import vs a LayoutLMv3 box-validation error message; not the same bug." + "reason": "Missing PyTorch import error and LayoutLMv3 box-validation messaging are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different subsystems: Qwen3 MoE FP8 config failure vs FSDP CPU RAM-efficient loading regression." + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different subsystems and bugs." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver interpolation behavior." + "reason": "Both are vision-model bugs, but the models and failure modes are different." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet positional encoding device placement is unrelated to T5 decoder-input validation messaging." + "reason": "XLNet CPU placement bug and T5 decoder-input validation message are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend selection issue vs a specific model loading failure; not the same defect." + "reason": "Backend install extras issue and a specific model load failure are not the same bug." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they affect different models and different loading/inference paths." + "reason": "Both involve dtype mismatch, but different models and code paths make this too broad to merge." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Related SigLIP2 reports, but the text only shows a technical discrepancy report and a broad nonsensical-results report; that is not enough to confirm the same underlying bug." + "accept": true, + "reason": "Same SigLIP2 model family and the symptom report aligns with the stated HF-vs-JAX implementation discrepancy." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "One is a reproduction of an older issue, the other is a broken official Nemotron example; different artifacts and likely different bugs." + "reason": "An isolated reproduction of an older issue and a broken Nemotron example are not demonstrably the same underlying bug." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different Qwen3 MoE conversion/loading issue vs a Smollm3 RoPE-layer configuration bug." + "reason": "Qwen3 MOE weight-conversion failure and Smollm3 RoPE-layer dropping are unrelated model bugs." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected init argument in model loading vs loading AutoImageProcessor from URL; unrelated failures." + "reason": "Unexpected _is_hf_initialized argument handling is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessor label reduction bug vs sequence-classification zero-loss degeneracy; different code paths." + "reason": "BEiT image-processor label reduction and sequence-classification zero-loss behavior are different problems." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token accounting and compute_loss signature changes are related to training APIs but not the same bug." + "reason": "TrainerState token-count bookkeeping and CustomTrainer compute_loss signature breakage are separate trainer issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken keyword collision vs Mistral regex patch crashing on tokenizer internals; different issues." + "reason": "AddedToken constructor duplication and Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading failure." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load failure are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta is unrelated to missing PyTorch import in AutoModel." + "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch for AutoModel are unrelated." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 weight tying bug and StaticCache return-type bug are distinct code-path problems." + "reason": "A tied lm_head weight bug and a StaticCache return-type contract bug are not the same change." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU allocation issue vs flash_attention auxiliary-state crash; not the same underlying defect." + "reason": "XLNet CPU arange placement and flash_attention sink-less-model crash are different code paths." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal-related, but one is a janus test failure and the other is a Phi-4 model loading regression." + "reason": "A Janus image-generation test failure and a Phi-4 multimodal load failure are too different to treat as duplicates." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel registration crash are unrelated." + "reason": "Smollm3 RoPE-layer omission and Qwen3.5 kernel-registration crash are unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "A reproduction of an older issue vs a Qwen2.5-VL video position-id bug; different problem sources." + "reason": "A reproduction of an older issue and a Qwen2.5-VL video position-id bug do not clearly match." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different model families and different RoPE/position-id bugs." + "reason": "Both involve RoPE/position handling, but they affect different models and distinct failure mechanisms." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 decoder-input error messaging are unrelated." + "reason": "Gemma4 device-map mismatch and T5 decoder validation messaging are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster summary is mostly conservative, but the SigLIP2 canonicalization claims go beyond the packet. In particular, calling issue:43493 the \"underlying implementation discrepancy\" and describing issue:43994 as a \"downstream symptom\" or \"same model correctness problem\" is not directly supported by the provided text alone. The packet only shows two SigLIP2-related titles and a soft-similarity match; that supports a likely duplicate area, but not the stronger root-cause framing. The soft-edge rejects are otherwise cautious enough." + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly notes that there are no PRs, and it keeps the non-SigLIP2 pairs conservatively rejected. The accepted 43493/43994 pair is reasonably supported by the shared SigLIP2 context and the symptom/root-cause relationship, without overstating certainty. Canonical issue choice and overall framing are conservative and consistent with the evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7427,8 +7487,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -7512,7 +7572,7 @@ "issue:28218|issue:34567", "issue:43844|issue:44964" ], - "prepared_review_unit_hash": "3504df3302ee0c284cd2e8d18db9432d0df88cc5328e48eb90f8c62e714bef12", + "prepared_review_unit_hash": "7a5fe53595152d89b7446c86d6183ebfbd0b2447746b81219dc1a8921dc40bdf", "component_budget": { "node_count": 453, "item_count": 453, @@ -7534,196 +7594,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are clearly unrelated and should not be merged. The only plausible duplicate pair is the Qwen3 multimodal loading/config bug pair (43334 and 45759), where the second issue describes the underlying config-unwrapping problem more directly.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45759 is the best canonical issue for the one genuine duplicate pair because it states the root cause (`from_config` not unwrapping `text_config`) more directly than the symptom report in issue:43334.", + "summary": "This cluster is a grab bag of mostly unrelated issue reports. The soft pairs share broad themes (v5 regressions, multimodal/Qwen, device/offload, quantization, tokenizer/config) but not the same concrete bug or fix path, so none should be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45759 is the strongest representative overall: it is specific about the failing code path and broad enough to cover the related Qwen3-VL loading symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Different bugs: defaulting mm_token_type_ids in text-only fine-tuning vs multi-GPU inference CUDA OOM." + "reason": "One is a Gemma4 token-id defaulting bug; the other is a Gemma4 multi-GPU CUDA OOM. Same model family, different failure mode and fix." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different failure modes and code paths: video input processing ValueError vs flash-attention generation behavior." + "reason": "Different Qwen models and different symptoms: video input validation vs flash-attention generation behavior." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Unrelated: custom model initialization breakage vs inconsistent lm_head.weight serialization depending on device." + "reason": "Both are v5 regressions, but one is custom model init and the other is tied-weight serialization differing by device. Not the same code-path bug." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Different cache issues: compiled forward chunked generation vs max_cache_length only honored for quantized cache." + "reason": "Chunked generation inconsistency is unrelated to cache max length being honored only for quantized cache." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Different models and subsystems: CLIP bus error on MacOS vs Qwen2-VL multi-GPU training." + "reason": "Unrelated topics: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config-related, but they affect different models and different missing fields; not the same bug." + "reason": "Both mention missing config fields after v5, but one is Qwen3-VL pad_token_id and the other StableLmConfig pad_token_idx; different models and likely different fixes." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Different errors and causes: missing import for a model class vs missing Float8 storage type." + "reason": "Import error for a missing model class is unrelated to a Float8 storage lookup failure." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Same family name, but different concrete bugs and loading paths: accelerate+deepspeed weight conversion vs Qwen3VL MoE load breakage." + "reason": "Both involve Qwen3 MoE, but one is accelerate+deepspeed conversion and the other is model loading in dev. Not the same bug." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different runtime/environment issues: Float8 storage lookup vs flash_attn import key error on Python 3.13." + "reason": "Different low-level failures: Float8 storage object lookup vs Python 3.13 flash_attn import_utils KeyError." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different token/config problems affecting different classes and symptoms; not the same underlying defect." + "reason": "Saving/loading custom token IDs and MLuke task AttributeError are unrelated tokenizer issues." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different areas entirely: BEiT legacy field loading vs Bark CPU offload device mismatch." + "reason": "Legacy field loading in Beit and CPU offload device mismatch in bark-small are separate bugs." }, { "left": "issue:43334", "right": "issue:45759", - "accept": true, - "reason": "Same underlying Qwen3 multimodal loading bug: 43334 is the symptom, 45759 identifies the config-unwrapping root cause in the same code path." + "accept": false, + "reason": "Both touch multimodal config handling, but one is missing pad_token_id and the other is from_config failing to unwrap text_config. Different concrete failure paths." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different issues: dtype drift between train/eval vs resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift during evaluate is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4 and devices, but one is CUDA OOM and the other is a device mismatch; not the same bug." + "reason": "Both are Gemma4 device-scale issues, but one is OOM and the other is a forward device mismatch. Not mergeable as one fix." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Completely unrelated: tensor-parallel OOM for a model load vs a dependency version bump." + "reason": "Qwen2-57B TP OOM is unrelated to a dependency version bump for peft." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different compatibility problems: missing pad_token_idx vs unexpected _is_hf_initialized argument." + "reason": "Missing pad_token_idx after v5 and unexpected _is_hf_initialized argument during init_empty_weights are different initialization regressions." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Different topics: a Janus image-generation test failure vs a PEFT minimum-version bump." + "reason": "A janus image-generation test failure is unrelated to the PEFT version bump issue." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Not the same bug: unexpected position-id keys across many models vs CLIP text model structure change." + "reason": "Unexpected key with position id and CLIP text model structure drift are both serialization/structure topics, but not the same bug." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different models and defects: BEiT legacy field loading vs BigBirdTokenizer special-token registration." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different issues: real CPU-offload device mismatch vs stale GraniteSpeech CI test." + "reason": "A real CPU-offload device mismatch does not match a stale CI test failure in GraniteSpeech." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Different cache/generation bugs with different triggers and symptoms." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different problems: SigLIP2 output quality issue vs position-id key regressions." + "reason": "Siglip2 nonsensical outputs via AutoModel/pipeline and unexpected position-id keys are not the same defect." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both mention memory/offloading/quantization concerns, but the concrete failures are different and not mergeable as one fix." + "reason": "Quantization offloading behavior and sinq save/load breakage are related only at a broad level; different code paths and fixes." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Different bugs: flash_attention sink-less model crash vs sinq save/load corruption." + "reason": "Flash-attention sink-less crash and sinq persistence breakage are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Different Sam3 topics: dummy Conv2d implementation vs memory overflow in sam3-litetext." + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same underlying bug." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Completely unrelated CI and MLflow reporting failures." + "reason": "Flash Attention 2 test failures and MLflow job status reporting are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are transformers serve crashes, but they hit different endpoints and have different root causes." + "reason": "Both are serve/runtime crashes, but one is a multimodal .to() type error and the other is KV-cache continuation tensor indexing. Different fixes." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token-count update bug; no shared underlying defect." + "reason": "Tokenizer extra-space behavior and TrainerState token counting are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different training/loader issues: ZeRO-3 gradient growth vs latest-transformers model loading failure." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different bugs with no shared concrete failure path." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, 43334/45759, is plausibly the same Qwen3 multimodal loading/config bug, and the rejected pairs are explained at a level that matches the visible titles without overclaiming." - }, - "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 }, @@ -8039,8 +8096,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -8337,8 +8394,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -9567,8 +9624,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -9864,8 +9921,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -9948,7 +10005,7 @@ "issue:43452|issue:44496", "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "9f84122799a74d02b7a7e6e12f4cf5eeb3bc290dffbf3a738eb349525566281b", + "prepared_review_unit_hash": "f1659f8de8df7867936481c469c92f7589b983a35567cb6ea60cef600062b165", "component_budget": { "node_count": 453, "item_count": 453, @@ -9970,180 +10027,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues spanning model loading, processor regressions, video/multimodal bugs, cache behavior, and a few v5 regressions. I don\u2019t see any soft pair that looks like the same concrete bug/change, so all candidate duplicate edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set (`Transformers 5.0.0 breaks custom model initialization`) and is the closest thing to a cluster anchor, though this is not a true duplicate cluster.", + "summary": "This cluster is mostly a false-positive grouping of unrelated Transformers issues that only share broad terms like v5 regressions, configs, pipelines, caching, or model loading. None of the soft pairs look like the same underlying bug/change, and there are no PRs in the set.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43646 is the broadest and most central framework-level regression in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is the most general v5-regression report and could plausibly subsume nearby initialization-related breakages, but the overall set is still too heterogeneous for a strong canonical duplicate.", + "best_issue_reason": "43646 is the most suitable global issue anchor because it describes a general initialization regression rather than a narrow model-specific symptom, making it the most reusable triage target among these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config/load behavior bugs, but one is about trust_remote_code dropping fields and the other about rotary_pct not round-tripping; different code paths and fixes." + "reason": "Both are config-related, but one is a trust_remote_code field-loss bug and the other is a GPTNeoX rotary_pct reload regression; different code paths and symptoms." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both mention v5 regressions, but one is processor.tokenizer / image passing behavior and the other is an incorrect pipeline error message for translation tasks; not the same bug." + "reason": "One is a processor/tokenizer regression in v4.57.5, the other is an error-message issue about translation support in v5; not the same bug." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated failures: torch.compile with SDPA in Bamba vs resume_from_checkpoint key mismatch." + "reason": "torch.compile + SDPA failure for Bamba is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output shape regression vs missing PyTorch import error; no shared underlying bug." + "reason": "Pipeline top_k output-shape bug and missing PyTorch ImportError are completely different issues." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder/body noise vs Gemma pipeline roundtrip issue; no meaningful technical overlap." + "reason": "A placeholder \u201cADD THE DATA\u201d issue is not the same as a Gemma pipeline roundtrip failure on \u2581." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; distinct subsystems and failure modes." + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatch." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both involve cache, but one is a trust_remote_code path collision and the other is max_cache_length handling for quantized cache; different defects." + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length being honored only for quantized cache; different defects." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py launch failure vs tensor-parallel OOM on Qwen2-57B; not the same problem." + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tp are different failures." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during TP loading of a large Qwen model vs KeyError loading MobileLLM-125M; unrelated." + "reason": "OOM on large-model tensor-parallel loading is unrelated to a KeyError loading MobileLLM-125M." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length behavior in DeBERTa-V3 vs missing transformers.onnx module; no duplicate relationship." + "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs Trainer broadcast TypeError; different code paths." + "reason": "Flash Attention support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "One is a processor/tokenizer regression in v5, the other is an eos_token_id config mismatch in Gemma-3; similar theme but not the same bug." + "reason": "Custom-model processor/tokenizer regression is not the same as Gemma-3 eos_token_id inconsistency." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig vs dtype mismatch between image preprocessor and model; unrelated." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are separate model-family issues." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo preprocessing size mismatch vs Sam3-LiteText memory overflow; different models and failure modes." + "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different problems." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d implementation issue vs CUDA OOM in Sam3Video; not the same underlying defect." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a Sam3Video OOM." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs strict config blocking granite_speech load; different config-validation problems." + "reason": "API discrepancy in Gemma3TextConfig and strict config rejection for granite_speech do not describe the same change." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different Qwen multimodal bugs: video input ValueError in Qwen3OmniMoe vs batched chat template crash in Qwen2_5_VLProcessor." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched apply_chat_template crash are different processor paths." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency vs Whisper empty-transcription failure after align_special_tokens; unrelated." + "reason": "Gemma eos_token_id mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug in Mistral3ForConditionalGeneration vs FlashAttention failure in Ministral-3; same family, different concrete issues." + "reason": "Missing lm_head weight tying in Mistral3ForConditionalGeneration is a different bug from FlashAttention failure in Ministral-3." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy issue vs non-persistent buffers filled with junk; unrelated v5 behavior changes." + "reason": "An invalid optional post_init allowance in patchtsmixer is unrelated to non-persistent buffer junk initialization." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing interrupts in Fuyu conversion vs Trainer import conflict with datasets; no shared bug." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to an import failure for Trainer caused by datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 regression impacting workflows vs janus image-generation test failure; not the same code path." + "reason": "ESM2 breakage affecting workflows and a failed janus image-generation test are not the same underlying issue." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Error swallowing in Fuyu conversion vs Windows/ROCm import failure due to torch.distributed dependency; unrelated." + "reason": "Bare except in tensor conversion is unrelated to Windows/ROCm import errors around torch.distributed." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline using image processors vs missing fpn_position_embeddings on Sam3VisionEncoderOutput; different bugs." + "reason": "Video-classification pipeline using image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different defects." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id config mismatch vs sinq quantization save/load breakage; unrelated." + "reason": "Gemma eos_token_id configuration inconsistency is unrelated to sinq quantization save/load breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Broad v5 custom initialization breakage vs GPTNeoX rotary_pct not persisting on reload; different symptoms and fixes." + "reason": "A broad Transformers v5 custom-initialization regression does not match a GPTNeoX rotary_pct reload bug." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling for tokenizer/model loading vs unrecognized model_type in config.json; both loading-related but not the same defect." + "reason": "gguf_file breaking tokenizer/model loading and an unrecognized model lacking model_type are related to loading, but not the same concrete bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs Qwen video-input regression in v5.3.0; unrelated model families and code paths." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and code paths." } ] }, @@ -10162,8 +10219,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -10460,8 +10517,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -10844,7 +10901,7 @@ "issue:43577|issue:45216", "issue:46082|issue:46399" ], - "prepared_review_unit_hash": "af1ff758e461a0691efd2e2baa6ac7f4bfb7c887314719b919ab664f3b286b4f", + "prepared_review_unit_hash": "41601c09d15558c1101158985c156666a6e93de6875cf81377b92bcb7c7d0019", "component_budget": { "node_count": 453, "item_count": 453, @@ -10866,48 +10923,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose thematic cluster of Transformers issues (model loading, config handling, cache behavior, FlashAttention, and assorted regressions), but the soft-edge pairs do not look like true duplicates. Most are related only by broad subsystem or shared model families, not the same underlying bug.", - "confidence": 0.32, - "canonical_issue_reason": "If a single issue must represent the cluster, issue #44964 is the clearest high-signal regression report: it names a concrete affected model, a specific failure mode, and a recent transformers change. That said, the cluster is heterogeneous and does not contain a strong duplicate core.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "Issue #44964 is the best overall representative because it is concrete, user-facing, and specific enough to anchor a model-loading regression discussion. It is more representative than the vague or highly specialized reports in the set.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This set is highly heterogeneous: the soft pairs share broad Transformers themes, but not the same underlying bug or code path. I would not merge any of the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is the strongest anchor: a concrete, user-facing model-loading regression with clear impact and broad reproducibility. That said, the overall set is noisy and does not form one real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best single issue to represent the cluster because it is specific, high-signal, and actionable; it is the clearest example of the kind of regression represented here.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both involve cache-related behavior, but one is about missing GenerationMixin cache during chunked prefill and the other about max_cache_length only applying to quantized cache. Different code paths and symptoms." + "reason": "Both mention cache behavior, but one is a missing GenerationMixin cache in chunked prefill while the other is max_cache_length handling for quantized cache only; different bugs and code paths." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "#43650 is too generic to identify a bug; #44220 is a specific _torch_extract_fbank_features() problem. No shared underlying issue is evident." + "reason": "No meaningful overlap beyond generic failure reports; these concern unrelated topics and different components." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "One is a Phi-4 multimodal model-loading regression; the other is an auto_mappings/removed-config CI break. Different failures and fixes." + "reason": "Both are model-loading regressions, but one is a specific Phi-4 multimodal load failure and the other is auto_mappings referencing removed Sam3LiteText configs; different root causes." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/loading-related, but one is missing fields with trust_remote_code and the other is an unrecognized model due to a missing model_type key. Not the same bug." + "reason": "AutoConfig trust_remote_code field loss is not the same as an unrecognized model/config missing model_type; related area, different failures." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and different failure modes: GLM-4.7-Flash unit-test loading versus Phi-4 multimodal loading on latest transformers." + "reason": "Different models and failure modes: GLM-4.7-Flash loading vs Phi-4 multimodal load regression. Not the same bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale device-override test failure is unrelated to Phi-4 multimodal model loading." + "reason": "A GraniteSpeech CI test issue is unrelated to a Phi-4 model-loading regression." }, { "left": "issue:44016", @@ -10919,151 +10976,151 @@ "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and embedding reinitialization after resize_token_embeddings are different bugs." + "reason": "FlashAttention support for XLMRoberta is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both concern multimodal config fields, but they affect different models and different mechanisms (default init versus strict-field dropping). Too broad to merge." + "reason": "Both are multimodal config issues, but they affect different model families and different fields/default handling." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline partial-batch handling and sam3-litetext memory overflow are unrelated." + "reason": "MaskGenerationPipeline batch finalization bug is unrelated to sam3-litetext memory overflow." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention loading crash. Different concrete problems." + "reason": "Both involve Ministral-family/FlashAttention mentions, but one is save-pretrained on dequantized models and the other is a flash-attention loading crash; not the same code path." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and Sam3LiteText auto_mappings cleanup are unrelated." + "reason": "Qwen3-MoE sliding_window handling is unrelated to auto_mappings cleanup." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility and a model-loading failure for physical-intelligence/fast are not the same issue." + "reason": "A Python version compatibility problem is not the same as a specific model-load failure for physical-intelligence/fast." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer image handling regression and t5gemma embedding-resize behavior are different code paths." + "reason": "Both touch tokenizer/embedding-like behavior, but one is a processor regression and the other is resize_token_embeddings not updating decoder.embed_tokens; different mechanisms." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to TextClassificationPipeline documentation drift." + "reason": "Image processor label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Environment PyTorch import error and embedding reinitialization after resizing are unrelated." + "reason": "Missing PyTorch dependency import error is unrelated to embedding reinitialization after resize." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config recognition and PIL backend torchvision dependency requirements are unrelated." + "reason": "Unrecognized model/config loading and PIL image processor torchvision dependency are different issues." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but the model-loading failure for Ministral-3 and the s_aux=None AttributeError in flash_attention.py are different bugs." + "reason": "Both mention flash attention, but one is a Ministral-specific load failure and the other is a sink-less flash_attention AttributeError on s_aux=None; different failures." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Different missing-import problems in different modules; no shared code-path or fix is apparent." + "reason": "Different missing dependency/import problems in different subsystems; not the same bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption are distinct failures." + "reason": "Qwen3VL loading breakage and Qwen3.5 save_pretrained regression are distinct model/version issues." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing in chunked_prefill and ANSI code emission in loading_report are unrelated." + "reason": "Cache missing in generation is unrelated to ANSI codes in loading_report." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure and cache max length behavior are different bugs." + "reason": "Janus image-generation test failure is unrelated to cache max length behavior." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support regression versus dependency issues is too broad to treat as a duplicate." + "reason": "Python compatibility and a generic dependency issue are not the same root cause." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary loss handling." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but one is a missing exported class and the other is a nonexistent image_utils import. Different underlying defects." + "reason": "A missing class import and a nonexistent import from image_utils are different API breakages." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores and model config recognition failure are unrelated." + "reason": "Docs/behavior mismatch for pipeline scores is unrelated to model config loading failure." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma embedding resize and Whisper empty-transcription generation after align_special_tokens are unrelated." + "reason": "T5Gemma embedding resize and Whisper empty transcription after align_special_tokens are different tokenizer/model bugs." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve composite model/config handling, but one is generic unrecognized-model loading and the other is AutoModelForCausalLM not unwrapping text_config. Different root causes." + "reason": "Generic unrecognized model/config and Qwen multimodal text_config unwrapping are distinct auto-model problems." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer SGD args not used and a tie_word_embeddings warning are unrelated." + "reason": "Optimizer SGD arguments not used is unrelated to a tie_word_embeddings warning during fine-tuning." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP-2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are different issues." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and a missing decorator for apply_rotary_pos_emb registration are unrelated." + "reason": "Llama head_dim validation and Qwen3.5 apply_rotary_pos_emb registration crash are different model/config issues." } ] }, @@ -11677,8 +11734,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -11762,7 +11819,7 @@ "issue:45292|issue:45701", "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "7aa61f99bdb17fe0a6aff436ffb66c96174f113dadde1735fddf6bc0ce8d357f", + "prepared_review_unit_hash": "3b58746e6e0437d69ca5591e3bf73d59000249877c60774206c056eb99c53def", "component_budget": { "node_count": 453, "item_count": 453, @@ -11784,192 +11841,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and mostly contains separate model-specific regressions and import/API breakages, with only weak topical overlap around v5 compatibility. I found no soft pair that is clearly the same underlying bug/change.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 44561 is the broadest and most representative regression: a v5 API removal breaking trust_remote_code model loading. It best captures the cluster\u2019s repeated theme of version-upgrade breakages.", + "summary": "This cluster is a loose mix of unrelated Transformers regressions and breakages, mostly around v5/Qwen-related loading, tokenization, cache, and import/export issues. The soft-similarity pairs look superficially related by model family or version upgrade, but they do not share the same concrete bug or code path, so none should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 44561 is the best representative because it captures a broad, user-visible v5 compatibility regression affecting remote-code models, which is the most central theme in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "44561 is the most general, actionable, and cluster-like issue among the set. It describes a concrete upstream compatibility regression rather than a niche model symptom.", + "best_issue_reason": "44561 is more general and impactful than the narrow model-specific or single-API import failures, so it best summarizes the cluster\u2019s main breakage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE/v5 loading regressions, but one is LoRA compatibility and the other is Qwen3VL model loading; not the same concrete bug." + "reason": "Both mention Qwen/MoE and hf5.x, but one is a LoRA conversion/loading problem and the other is a Qwen3VL model-loading regression; different code paths and fixes." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Different failures in different flows: sliding-window handling vs chat crash." + "reason": "Both are Qwen-related, but one is a sliding_window behavior issue and the other is a chat crash for Qwen3.5-35B; not the same bug." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Beit image processor label reduction vs unsafe sys.modules access are unrelated code paths." + "reason": "BeitImageProcessorFast reduce_labels is an image-processor bug; modeling_utils sys.modules access is a separate import-safety issue." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline processor lookup and audio fbank feature extraction are different subsystems." + "reason": "Video-classification pipeline image-processor lookup is unrelated to the _torch_extract_fbank_features audio bug." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different subsystems with no shared underlying defect." }, { - "left": "issue:44242", + "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Router-logits loss handling and Gemma eos_token_id configuration are distinct bugs." + "reason": "Import-time slowness and Gemma eos_token_id inconsistency are unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI-code leakage in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are different missing symbols from different packages and likely different causes." + "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate the same root cause." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import failures." + "reason": "Both are missing-import reports, but Qwen2_5_VLImageProcessor and HybridCache are separate export failures." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "Both involve cache behavior, but one is KV-cache continuation tensor indexing and the other is max_cache_length semantics." + "reason": "KV-cache continuation tensor indexing and max_cache_length handling are distinct cache bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated." + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist file-race behavior in testing utilities." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal ANSI output and cache-length configuration are unrelated." + "reason": "Terminal-ANSI output handling and cache-length configuration are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness in v5 and resize_token_embeddings behavior are different bugs." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are different model/tokenizer behaviors." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A buffer/position_ids error and a performance regression are not the same issue." + "reason": "Registering position_ids as a buffer causing an error is unrelated to the Chinese report about data filtering slowdown after upgrade." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 vision encoder missing attribute vs SAM3 litetext memory overflow are different failures." + "reason": "SAM3 video output attribute error and SAM3 litetext memory overflow are different failures." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Both are loss-related, but they affect different models and code paths." + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are separate training bugs." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a model processor and a DeepSpeed/Bert index error are unrelated." + "reason": "Qwen2_5_VL import failure and DeepSpeed ZeRO3 BertModel IndexError are unrelated." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both mention kernels, but one is a dependency version requirement and the other is a missing registration decorator; different bugs." + "reason": "Kernels v0.15 import/version requirement and Qwen3.5 apply_rotary_pos_emb registration failure are different integration issues." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility and use_kernels registration failure are different Qwen3.5 problems." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as the missing-decorator crash for kernel registration." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are different regressions." + "reason": "Chunked prefill cache-missing behavior and trust_remote_code breakage from removed API are distinct v5 regressions." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Documentation mismatch for return_all_scores and unsafe sys.modules access are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type-id handling are different model-specific issues." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are separate model-family issues." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model not supporting Flash Attention 2 yet is not the same as the broad Flash Attention 2 topic." + "reason": "Nemotron Flash Attention support error and the generic Flash Attention 2.0 issue are not the same concrete bug." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and sys.modules access are unrelated." + "reason": "Unrecognized model/config loading and sys.modules access are different model-discovery issues." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion and DeepSpeed ZeRO3 deque/index errors are different loading failures." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and ZeRO3 deque pop IndexError are separate distributed-loading bugs." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings/output_embeddings and Whisper empty-transcription generation are unrelated." + "reason": "Output embeddings not resizing and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor sampling-rate defaulting and import latency are unrelated." + "reason": "Audio processor sampling-rate default and import slowness are different issues." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leaks and MaskGenerationPipeline final-batch dropping are different bugs." + "reason": "RT-DETR model memory not released and partial-batch dropping in MaskGenerationPipeline are unrelated lifecycle/pipeline bugs." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Both are v5 regressions, but one is trust_remote_code breakage from a removed helper and the other is a Qwen3.5 kernels registration crash." + "reason": "Embedding resize behavior and version-dependent tokenization changes are not the same bug." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Unsafe sys.modules access and captured_info.txt race conditions are unrelated." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models and Qwen3.5 kernel-registration crash are separate v5 compatibility regressions." } ] }, @@ -11988,8 +12045,8 @@ "review_unit_count": 53, "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-10000-453", "nodes": [ @@ -12955,8 +13012,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-453", "nodes": [ @@ -13040,7 +13097,7 @@ "issue:43723|issue:44991", "issue:44279|issue:46328" ], - "prepared_review_unit_hash": "a24255677f9903317e6b86c1e803bbfc444ff7c24d090402dcf2e2e8b1b15478", + "prepared_review_unit_hash": "0ee7ae2b9bd76948c0ca7f37f9802ca143d03fd8e49f97960695ef12a0b197f1", "component_budget": { "node_count": 453, "item_count": 453, @@ -13062,192 +13119,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: the soft pairs share only shallow wording (imports, save_pretrained, cache, tokenizer, etc.) but describe different bugs or features. I would reject all soft edges and avoid picking a canonical issue from this batch.", + "summary": "The cluster is highly heterogeneous: it mixes unrelated import errors, model-specific regressions, trainer API breakages, cache/generation bugs, and save/load issues. No soft pair looks like the same underlying bug or change, so none should be merged.", "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits this set; the items span unrelated regressions, feature requests, and dependency/import problems, and the soft links are only superficial lexical matches.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "There is no strong global best issue representative because there is no shared underlying bug/change across the listed issues.", + "best_issue_reason": "issue:43644 is the most representative high-level regression report in the set: it describes a concrete Transformers v5.0.0 framework bug affecting buffer initialization, which is closer to the cluster\u2019s recurring version-regression theme than the more model-specific or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Different problems: Flash Attention 2/model support vs MLFlow not reporting failed jobs." + "reason": "Different subsystems and symptoms: Flash Attention 2 model support vs MLflow reporting after failed training." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8/MoE saving behavior and the other is processor file persistence." + "reason": "Both mention save_pretrained, but one is FP8/MoE checkpoint handling and the other is processor file export; not the same bug." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Unrelated failures: MLFlow job state reporting vs Llama 3.2 vision model loading regression." + "reason": "Unrelated issues: MLflow job finalization vs a Llama 3.2 vision model-loading regression." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different code paths: Pegasus v4/v5 output change vs AttentionInterface.register changing callback behavior." + "reason": "Both are model/runtime behavior changes, but one is Pegasus output drift across versions and the other is AttentionInterface.register altering a callback\u2019s behavior." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + "reason": "Accuracy regression in FineGrainedFP8 vs missing files from processor.save_pretrained; different failure modes and code paths." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization bug vs non-persistent buffer junk during load; different mechanisms." + "reason": "Both concern config/init behavior, but Phi4MultimodalConfig default construction is a different bug from non-persistent buffer initialization in v5.0.0." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Both are trainer-related, but one is MLFlow reporting after failure and the other is a signature mismatch in compute_loss." + "reason": "MLflow reporting bug vs Trainer API signature breakage; no shared underlying change." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 is unrelated to chat template availability in processor.save_pretrained/apply_chat_template." + "reason": "FP8 inference on B200 vs chat template absence during apply_chat_template; unrelated functionality." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Different areas: MLFlow reporting vs embedding resize/post_init reinitialization." + "reason": "Training-job reporting vs token embedding resize/post_init reinitialization; different code paths." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel." + "reason": "Import errors from different causes: missing transformers.onnx module vs missing PyTorch dependency for AutoModel." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-limit RuntimeError is unrelated to AttentionInterface.register behavior changes." + "reason": "Category-count runtime limit vs AttentionInterface.register behavior change; no same bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is different from a Qwen3.5 MoE from_pretrained error." + "reason": "Tokenizer.save_pretrained mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer behavior change is unrelated to FP8 inference failure on B200." + "reason": "Tokenizer output differences across versions vs FP8 inference failure on B200; separate issues." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 missing attribute during vision encoding is unrelated to a streaming mask off-by-one bug." + "reason": "SAM 3 video attribute error vs MoonshineStreaming sliding-window off-by-one; different models and logic." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different dependency mismatches." + "reason": "Both are import errors, but they concern different symbols from different packages and failure causes." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking regression in v5.4.0 is unrelated to LlamaConfig head_dim validation." + "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; distinct configuration bugs." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure in v5 and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "Tokenizer loading regression in v5 vs Qwen3.5 flash-attention generation failure; not the same path." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both mention positional/window logic, but they affect different models and code paths; not the same bug." + "reason": "Vision position id issue in qwen2.5-vl video input vs streaming mask off-by-one in MoonshineStreaming." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor arg handling and auto_docstring annotation parsing are unrelated." + "reason": "Feature extractor center-arg regression vs auto_docstring crash with future annotations; unrelated code paths." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Both touch generation/cache, but one is sync_gpus model kwargs handling and the other is cache length configuration." + "reason": "Generation kwargs update after sync_gpus vs cache max length being honored only for quantized cache; different generation/cache behaviors." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "Serve-time KV-cache tensor indexing crash is not the same as lazy cache init causing recompilation." + "reason": "Serve-time KV cache continuation indexing bug vs spurious recompilation from cache lazy initialization; distinct symptoms and fixes." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to processor.save_pretrained missing files." + "reason": "Reading a buffer after registration issue vs processor.save_pretrained missing files; unrelated buffer vs serialization problems." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained behavior and max_shard_size default are different save_pretrained concerns." + "reason": "FP8 MoE save_pretrained bug vs a question about the default 50GB shard size; not the same defect." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return semantics in a specific indexer are unrelated to remote-code checkpoint meta-initialization compatibility." + "reason": "torch.split return values in a specific indexer vs remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Both are cache/generation related in a broad sense, but they are distinct failures with different roots." + "reason": "Generation kwargs sync issue vs Kosmos2.5 OCR long-input index error; different components." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Image classification script loading local datasets vs LlamaConfig head_dim validation; unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring is documentation-only and not the same as the GLM-5 RoPE implementation bug." + "reason": "Docstring correction for position_ids vs GLM-5 RoPE implementation discussion; not the same bug." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure and inconsistent eos_token_id configuration are separate issues." + "reason": "Tokenizer loading failure in v5 vs Gemma-3 eos_token_id configuration mismatch." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but they concern different model-specific loading failures rather than the same defect." + "reason": "Both are tokenizer-related, but one is a generic AutoTokenizer loading failure and the other is a specific EMBEDDIA/est-roberta regression." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue is unrelated to the SequenceFeatureExtractor.pad performance regression." + "reason": "Broad dependency issue vs a SequenceFeatureExtractor.pad performance regression; unrelated." } ] }, @@ -18851,7 +18908,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18878,8 +18935,8 @@ ], "soft_pairs": [ "pull_request:39895|pull_request:43424", - "pull_request:41855|pull_request:43823", "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", @@ -18897,157 +18954,157 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c6a71bccbe560dfc18cd1f59c2ccbb9cbf036c099c62d9b5d75657bf6fb894db", + "prepared_review_unit_hash": "81eb5cbf75ce29fdf33183c4df3fce5f5ca175aa4826ca99f5576543b2007b57", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, - "estimated_input_tokens": 9522, - "estimated_eval_tokens": 19300 + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, - "estimated_input_tokens": 9522, - "estimated_eval_tokens": 19300 + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated open PRs across new models, docs, tokenizer/model refactors, and tests. The only true near-duplicate is the pair of cross-entropy loss fixes (43251/43254), which both modify the same fixed_cross_entropy code path to support extra nn.functional.cross_entropy kwargs.", - "confidence": 0.96, + "summary": "Most pairs are unrelated and only share broad subsystem similarity. The only duplicate-like pair is the two `fixed_cross_entropy` PRs, which both change the same loss helper on the same code path and address the same tracked issue.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the shared loss fix: it has the explicit issue link (43240) and the more complete/targeted propagation of cross-entropy kwargs in src/transformers/loss/loss_utils.py.", + "canonical_pr_reason": "PR #43251 is the best canonical representative for the shared loss-helper fix: it is issue-linked to the same target and updates `fixed_cross_entropy` in the same file/code path with explicit `weight` and `label_smoothing` support. #43254 is very similar, so the distinction is narrow.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the only genuine duplicate pair in this cluster; the rest are unrelated and should not be merged into the same canonical PR.", + "best_pr_reason": "PR #43251 is the strongest overall representative because it is issue-linked and captures the shared `fixed_cross_entropy` change that overlaps with the only duplicate-like pair in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model/docs addition vs ExecuTorch dynamic-shape export test; different subsystems and no shared code path." + "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape test." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer API additions vs MobileLLM model implementation; unrelated changes." + "reason": "Mistral tokenizer methods vs. Executorch export test are different features and code paths." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer missing-methods fix vs ExecuTorch test coverage; not the same bug or change." + "reason": "Tokenizer utility fix vs. MobileLLM model addition are different changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding a new model; different functionality." + "reason": "Processor robustness changes vs. MobileLLM model addition; different artifacts and goals." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss kwargs fix vs MobileLLM model addition; unrelated." + "reason": "Loss helper fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper change vs Mistral4 test/model fixes; different code paths." + "reason": "Cross-entropy loss fix is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs Mistral4 changes; unrelated." + "reason": "Executorch export tests and Mistral4 fixes are unrelated changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export test vs MobileLLM addition; no overlap beyond being PRs." + "reason": "Dynamic-shape export test vs. MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs config-resolution order fix; unrelated." + "reason": "MobileLLM model addition and config-resolution-order fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-interface refactor; different model families and problems." + "reason": "MobileLLM model addition vs. Falcon output-interface refactor; different code paths and problems." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs; not the same code change." + "reason": "Falcon refactor and model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 fixes; unrelated model-specific work." + "reason": "Falcon output-interface refactor is unrelated to Mistral4 fixes and model changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fix vs CLIP-like layrnorm rename conversion fix; different bugs." + "reason": "Mistral4 test/model changes and `layrnorm` renaming are different changes in different subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes vs chat-response parsing updates; unrelated." + "reason": "Mistral4 changes are unrelated to chat response parsing and serve updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 model/test work vs TDT loss kernel integration; different areas." + "reason": "Mistral4 changes are unrelated to adding the TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes vs cls.config resolution order fix; unrelated." + "reason": "Mistral4 changes are unrelated to config-resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill PR; no shared underlying bug." + "reason": "Mistral4 changes and model-creation skill are not the same underlying bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM addition vs skill scaffolding PR; different purpose and code paths." + "reason": "MobileLLM model addition and model-creation skill are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported nn.functional.cross_entropy kwargs; they are the same underlying bug/change and could plausibly be merged into one PR." + "reason": "Both PRs change `src/transformers/loss/loss_utils.py` on the same `fixed_cross_entropy` path and add the same concrete support for `weight` and `label_smoothing`, so they look like the same underlying fix and could plausibly be merged into one PR." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet. The only supported duplicate-like pair is 43251/43254: both touch src/transformers/loss/loss_utils.py, share issue target 43240, and make the same cross-entropy kwargs fix. The other pairwise rejections are conservative and align with the distinct files, subsystems, and titles shown in the packet." + "accept": false, + "feedback": "The duplicate-pair judgment is mostly grounded, but a few claims are too strong for the packet. In particular, the accepted pair reason says both PRs add support for \u201cforwarding cross_entropy kwargs,\u201d but the previews only show explicit `weight` and `label_smoothing` parameters, not general kwargs forwarding. Also, the canonical-priority claim that #43251 is clearly \u201cmore complete\u201d than #43254 is not well supported by the packet: both are issue-linked to the same target and touch the same file/code path. The overall summary is fine, but the soft-edge rationale should stay narrower and more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19055,7 +19112,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19073,7 +19130,7 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "2c645f7764cc5ab21cab7a0f9d4a6ea05c45c330deb341bab0b0ce9f54d856c3", + "prepared_review_unit_hash": "a6be169a3680e6194871321a095c86d8aed5c807aec2565278edb55e56d10233", "component_budget": { "node_count": 3, "item_count": 3, @@ -19095,24 +19152,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are VibeVoice-related, but they target different deliverables (base model vs realtime extension), and the Parakeet RNNT PR is a separate model addition despite shared auto-registry edits.", - "confidence": 0.9, + "summary": "The cluster mixes three distinct PRs: a base VibeVoice implementation, a separate VibeVoice Realtime extension, and an unrelated Parakeet-RNNT ASR PR. None of the soft edges look like true duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the strongest representative: it is the original VibeVoice implementation, non-draft, and has substantial review activity and a broader foundational scope than the later realtime follow-up.", + "canonical_pr_reason": "PR 40546 is the best canonical representative because it is the core VibeVoice implementation; the others are either an extension of VibeVoice (realtime) or a different model family entirely.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best global representative because it is the most complete and established VibeVoice change set; #42781 is a narrower extension, and #46331 is unrelated to VibeVoice.", + "best_pr_reason": "PR 40546 is the strongest standalone PR in the cluster: it introduces the foundational VibeVoice model stack and is broader/more central than the realtime follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related VibeVoice work, but not the same underlying change: one implements the base model, the other adds realtime support with additional tokenizer/feature-extractor/generation changes. They are better treated as separate PRs." + "reason": "Both are about VibeVoice, but they are not the same change: 40546 is the initial VibeVoice implementation, while 42781 adds VibeVoice Realtime with extra tokenizer/generation/model work. This is an extension, not a duplicate." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different model families and different code paths: VibeVoice realtime vs Parakeet RNNT. Shared auto-files are incidental registry updates, not evidence of duplicate functionality." + "reason": "These are different model families. Shared ASR/auto-registration files are too generic; Parakeet-RNNT and VibeVoice Realtime do not fix the same code-path problem and would not merge into one PR." } ] }, @@ -19126,7 +19183,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19142,12 +19199,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ecc64e09f5945734ba67b26fabeba0e9a17df89cb72a14b5e5ce1db6af5b267e", + "prepared_review_unit_hash": "6345c3459b5692aa560e102f6b367afbb69b752f2a13e85b3fc5ae681a3b4c72", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19155,7 +19212,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19164,18 +19221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change.", - "confidence": 0.98, + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different models, codepaths, and docs, so they should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR #41224 as the representative PR because it is a focused, self-contained feature addition with clear model-specific implementation and tests; the cluster itself is not a duplicate set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the better overall representative for the cluster only in the sense that it is narrower and more self-contained, but it is not actually related to PR #40755.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:40755", - "right": "pull_request:41224", + "left": "pull_request:40755 ([TimesFM] Add support for forecasting with covariates)", + "right": "pull_request:41224 (Add DINOv3ViTForImageClassification support)", "accept": false, - "reason": "Different model families and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. Shared high-level theme of adding functionality is too broad to treat as the same change." + "reason": "Different model families and features; no shared bug or mergeable code-path overlap beyond generic transformer framework work." } ] }, @@ -19189,7 +19246,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19252,7 +19309,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19270,12 +19327,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "b7e69a1db42731d35ff31bfadcd1e0bdef59b9341c19fde30248fecbaee0087e", + "prepared_review_unit_hash": "dfdb477d5cdae1c835bc2a706189ea0fadfd960ffec424f4fe7015ec334550df", "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 }, @@ -19283,7 +19340,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19292,24 +19349,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share common Transformers integration files, but the actual model code, docs, and tests target different architectures, so they are not duplicates.", - "confidence": 0.98, + "summary": "All three pull requests are separate new-model additions (DeepSeek OCR, Isaac, and Kimi2-6). They share boilerplate integration files, but they do not target the same underlying code path or change, so there are no duplicate relationships here.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR adds a different model family and there is no single underlying change to deduplicate.", + "canonical_pr_reason": "No canonical PR: these are distinct model-landing PRs for different models, not competing fixes for the same bug or change.", "best_issue_reason": null, - "best_pr_reason": "No best PR for duplicate triage; none of these PRs is a substitute for the others because they implement separate model integrations.", + "best_pr_reason": "No single PR is a good global representative for deduplication because each PR introduces a different model with its own implementation and tests.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac); overlap is only in shared auto-registration/docs scaffolding, not the same code change." + "reason": "DeepSeek OCR vs Isaac are different models and different feature additions; shared integration files are just scaffold overlap, not the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6); shared integration files are generic and do not indicate the same bug or feature." + "reason": "Isaac and Kimi2-6 are unrelated model additions touching similar auto/docs plumbing, but they do not fix or add the same concrete capability." } ] }, @@ -19323,7 +19380,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19339,12 +19396,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "050acccabe36270a553066c722d4964e906d7819a7a5b3985bb8ecad4036258d", + "prepared_review_unit_hash": "5613f136aa797ed6b21cd9392677def6b79faa5d4e844c4542ea571377d9fdc7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19352,7 +19409,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19361,18 +19418,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions, but they target different action families and different problems: one is a broad Node 24 compatibility sweep, the other is a narrower Docker build-push-action bump. They are related in theme, not duplicates.", - "confidence": 0.96, + "summary": "Both PRs are workflow dependency bumps, but they target different action upgrades and different motivations. They overlap in some files, yet they do not appear to fix the same concrete problem or be mergeable as one PR.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better cluster representative because it is broader and explicitly about GitHub Actions Node 24 compatibility across many workflows, while 42976 is a narrower docker action version bump.", + "canonical_pr_reason": "PR 42975 is the broader and more explicit representative of the cluster: it upgrades multiple GitHub Actions specifically for Node 24 compatibility. However, it is not a duplicate of PR 42976.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best fit as the representative PR for this cluster since it covers the wider actions-upgrade effort and has the clearest, most general title.", + "best_pr_reason": "PR 42975 is the clearest canonical representative because its title and diff show a single, well-defined compatibility goal across many workflows.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both PRs upgrade workflow actions, but they change different concrete dependencies and code paths: 42975 focuses on checkout/cache/upload-artifact and Node 24 compatibility, while 42976 updates docker/build-push-action to v6. They are not the same underlying fix and would not be merged into one PR as duplicates." + "reason": "Different underlying changes: 42975 updates several GitHub Actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a smaller set of actions to newer versions. Shared workflow files alone are not enough to treat them as the same fix." } ] }, @@ -19386,7 +19443,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19409,7 +19466,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "99370cdd71ef1f33c2c8fda05dac7008636dced13cbf766bd40e68250dc5849e", + "prepared_review_unit_hash": "450a3822611e02c2fde58c668a2b1a04cf253e8b33c8af96e302916220c7bc53", "component_budget": { "node_count": 4, "item_count": 4, @@ -19431,48 +19488,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, CTSM). They share a similar integration pattern in docs/auto-registry files, but each targets a different model and codebase, so they are not duplicates or mergeable into one change.", - "confidence": 0.98, + "summary": "These PRs are all model-addition changes, but for different models/architectures. The shared docs/auto-mapping/test files are generic scaffolding, not evidence of the same underlying change, so none should be deduplicated together.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: 42978 adds ViT NEPA, 43448 adds Molmo, 43451 adds Molmo2, and 45490 adds CTSM. They are distinct model integrations, not the same change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "43451 is the strongest standalone PR in this set because it has the broadest implementation surface and the most discussion, but it is still a distinct Molmo2 addition rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and code paths: ViT NEPA vs Molmo. Shared registry/docs updates are just the standard pattern for adding a new model, not the same underlying change." + "reason": "Different models and code paths: ViT NEPA vs Molmo. Shared auto/docs files are incidental to adding new model integrations." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. They touch overlapping auto/docs files, but the actual implementations, configs, and tests are for distinct models." + "reason": "Different model additions: ViT NEPA vs Molmo2. Similar scaffold files do not indicate the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model implementations. Similar documentation/auto-mapping edits do not make this the same bug or change." + "reason": "Different architectures and target code paths: ViT NEPA vs CTSM." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with different modeling, processing, and test files. They are not one concrete fix and would not plausibly be merged into a single PR." + "reason": "Molmo and Molmo2 are separate model integrations with different implementations; they are related by naming only, not the same fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are distinct model additions. The overlap is only in shared registration/docs infrastructure, which is not enough for duplication." + "reason": "Molmo vs CTSM are unrelated model additions despite sharing generic registry/docs updates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM implement different models and add different feature sets. Shared auto-registration changes are incidental and do not indicate the same underlying change." + "reason": "Molmo2 and CTSM are distinct model integrations with different model-specific files and behavior." } ] }, @@ -19486,7 +19543,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19509,70 +19566,70 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "f1d88b1aa2f8309d80efa49fd3341bd184c6eb49be7263497333f975645c8c3b", + "prepared_review_unit_hash": "d290d7cf9e8f16546422bf5c6e89bf435f368542484469c7a7708df88a72cf33", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11145, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11145, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are pull requests, but they target different problems: Whisper decode batching, test-file edits, FP8 dequant/padding, and generation watermarking config validation. The soft similarity is too broad to treat any pair as the same underlying change.", - "confidence": 0.93, + "summary": "These PRs are only superficially similar via generic \u201cfix\u201d titles; they target different subsystems and different bugs, and one appears to be test-noise rather than a real code fix. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the strongest representative: it contains a concrete runtime fix in generation config validation, with a clear code-path change and supporting tests across affected models.", + "canonical_pr_reason": "PR 43291 is the most concrete, narrowly scoped code fix: it changes Whisper decode behavior and includes related tests. The others are either unrelated to Whisper, much broader, or appear to be test-only/noisy changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the best overall representative because it fixes a specific bug in `GenerationConfig.validate()` handling of dict-valued `watermarking_config`, which is a concrete, user-facing code-path issue. The other PRs are either narrower, test-focused, or address unrelated subsystems.", + "best_pr_reason": "PR 43291 is the best representative of the cluster because it is the only clearly specific bugfix with a coherent code-path change; the other PRs do not look like the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding changes are unrelated to the inserted failing assertions in CLIP/ViT tests; no shared concrete bug or mergeable fix path." + "reason": "Whisper tokenizer decode fix vs. unrelated test edits in CLIP/ViT; no shared code path or underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode logic and FP8 dequant/padding are different subsystems and different failure modes." + "reason": "Whisper decoding vs. FP8 dequant/loading changes for Mistral4; different subsystems and problems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization/decode and generation watermarking validation do not describe the same underlying bug or change." + "reason": "Whisper decode fix vs. generation/watermarking validation changes; too far apart to be the same bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One is test-file noise with failing asserts; the other is a real FP8 runtime fix. They are not the same change." + "reason": "Test-file noise in image models vs. FP8 quantization/loading fix; not the same issue." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "The test-only edits in CLIP/ViT are unrelated to generation config watermarking validation." + "reason": "CLIP/ViT test assertions vs. generation config/watermarking fix; no shared concrete change." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant/triton padding issues and watermarking config validation are separate concrete bugs in different code paths." + "reason": "Both are broad transformer fixes, but they address different code paths: FP8 dequantization/loading vs. generation watermarking validation." } ] }, @@ -19586,7 +19643,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19602,12 +19659,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "6df449339d3e7556bcd8315a5b7f507d1c155942038851410688d8a5ce225fb4", + "prepared_review_unit_hash": "c1c6e1a6bf9a4257c68a487d4ac95a1d32a6d6726d3366a5acbabe6f1b7f01fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19615,7 +19672,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19624,18 +19681,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: #43488 is a narrow repo-bot/check-format test PR centered on setup/version/dependency tweaks, while #43532 is a broader CI/workflow and testing-utils change. They only overlap on a shared test filename and do not appear to fix the same concrete problem.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one is a small repo-bot/versioning test tweak, while the other rewires CI/comment workflows and related testing utilities. The only shared file is a Vit test file, which is incidental.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR between these two: they target different changes and do not share the same underlying bug or implementation path.", + "canonical_pr_reason": "No canonical PR: they do not fix the same code-path problem or represent mergeable variants of one change.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the better representative of the cluster because it is the more substantive, concrete change set affecting CI/workflow behavior and test utilities; #43488 is a much narrower repo-bot/format-check PR.", + "best_pr_reason": "PR 43532 is the more substantive and standalone change; PR 43488 looks like a narrow repo-bot/version-format check.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared test filename alone is not enough; the diffs address different concerns (repo-bot/version/dependency setup vs CI/workflow and testing utilities), so they are not the same underlying change." + "reason": "Different underlying changes: 43488 only adjusts setup/version/dependency test scaffolding, while 43532 changes CI/workflow and testing utility behavior. Shared Vit test-file touch is not enough to make them the same fix." } ] }, @@ -19649,7 +19706,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19665,7 +19722,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "f126a0576477c951adaf1dc27ad5c6352612b952a05069c130d7357e432f8919", + "prepared_review_unit_hash": "f85cdc3457729d142083441733834151207f2e7feeb3cfc6a115318b75f894d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -19687,18 +19744,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding and docs updates, but they target different tasks, different pipeline modules, and different model/test coverage.", - "confidence": 0.97, + "summary": "These are two distinct feature PRs: #43612 adds a Promptable Concept Segmentation pipeline, while #43613 adds a Promptable Visual Segmentation pipeline. They share some documentation/registry scaffolding, but they target different pipelines, model integrations, and test files, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduping: the PRs implement different segmentation features, not the same concrete bug or change.", + "canonical_pr_reason": "No single canonical PR for duplication here: the two PRs implement different segmentation features and touch different concrete code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader PR, with more model integrations and tests, but it is still not a substitute for #43612; neither should be treated as the duplicate canonical.", + "best_pr_reason": "If a cluster representative is needed, #43613 is the broader PR with more model integrations, but it should not be treated as a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Shared docs/pipeline scaffolding alone is not enough: one is for concept segmentation and the other for visual segmentation, with different pipeline modules, task docs, and model/test targets. They do not look like the same code-path fix or a single mergeable PR." + "reason": "Different underlying changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with separate pipeline modules and model support. Shared docs/registry updates are not enough to merge them as one PR." } ] }, @@ -19712,7 +19769,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19728,7 +19785,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "730a2cd1940e4aa7bee4b8632310ebbb906a5951349d076e191a6fc9d642a9dd", + "prepared_review_unit_hash": "74748d27300e51d535e071cd9dcc18d6ce1e5c5be7fbf9fe3fb60d553c5a85b4", "component_budget": { "node_count": 2, "item_count": 2, @@ -19750,18 +19807,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs that happen to touch `trainer.py`: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column filtering for custom trainers/PEFT models. They do not look like duplicates or the same underlying change.", - "confidence": 0.96, + "summary": "These are two separate `trainer.py` changes: one adds controllable gradient-accumulation loss scaling in `training_step`, the other extracts `_get_signature_columns` to customize column filtering. They touch the same file but fix different code paths and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits well because the cluster is heterogeneous; the PRs address different trainer code paths and different extensibility concerns.", + "canonical_pr_reason": "No duplicate canonical PR here; if a representative is needed, PR #43651 is the more concrete bug-fix style change with a clearly scoped training-step behavior adjustment.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, `#43651` is slightly better as a concrete behavioral change with a clear code-path fix; `#43663` is a separate refactor around input column filtering.", + "best_pr_reason": "PR #43651 is the stronger standalone representative because it addresses a specific runtime behavior in loss scaling and has a clearer end-user impact than the more refactoring-oriented PR #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different problems: `#43651` changes loss scaling during training steps, while `#43663` changes signature-column derivation for trainer input filtering. Same file, but not the same underlying bug or mergeable change." + "reason": "Different underlying changes: #43651 alters gradient accumulation loss normalization in `training_step`, while #43663 adds a helper for signature-column filtering/PEFT inspection. Same file and theme, but not the same bug or mergeable change set." } ] }, @@ -19775,7 +19832,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19791,7 +19848,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "23f4d8420a37a636f28ed3cecea4530a810387d09ee19494d549ca4a1c02f82b", + "prepared_review_unit_hash": "e35f7470ff224282c7ca3b8f45bf2415a900e60f385a5a0d45eef0f18bd9084f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19813,18 +19870,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both relate to annotation/import NameErrors, but they target different concrete fixes and are not safe duplicates.", + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about `TypeAdapter`/typing in the CLI, but they target different failure modes. PR 43656 is a broader annotations/runtime typing cleanup, while PR 43842 is a narrow fix for `pydantic` being absent.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific and directly reproducible fix: it addresses the pydantic/TypeAdapter import problem by moving the import under TYPE_CHECKING and stringizing the annotation.", + "canonical_pr_reason": "PR 43656 is the broader, earlier serve.py typing/runtime fix and is the better representative of this cluster\u2019s theme.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the better representative of this cluster because its change is narrowly scoped to the TypeAdapter NameError path and has the clearest bug description.", + "best_pr_reason": "PR 43656 is the best standalone representative because it covers the larger CLI typing fix rather than a single optional-dependency edge case.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both edit src/transformers/cli/serve.py and mention TypeAdapter-related issues, but 43656 appears to be a broader annotations/typing cleanup, while 43842 specifically fixes the pydantic-not-installed TypeAdapter import path. They are related, but not the same concrete bug or mergeable as one PR." + "reason": "Do not merge: they address different concrete issues in the same file. 43656 is a broader annotations/future-import cleanup, while 43842 specifically guards `TypeAdapter` for the case where `pydantic` is not installed." } ] }, @@ -19838,7 +19895,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19904,7 +19961,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20016,12 +20073,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "3f529388ecff74548c7ae59ab4cb87dc139c3e6719f27bba485e42f16402aef3", + "prepared_review_unit_hash": "49e3f635f41b3990cd7160db80cb6e058af3cd1f5354b2eca3c5e27534aeefee", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84900, + "serialized_chars": 84897, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -20029,7 +20086,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75095, + "serialized_chars": 75093, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -20038,132 +20095,120 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad thematic rollout of standardized output-tracing refactors across many model families, but only a few pairs are true duplicate-like overlaps within the same concrete code path. The conservative duplicate candidates are mostly the GPT-J/CodeGen and GPT-Neo iterations; cross-family links such as Flaubert/XLM vs LongT5 should be rejected.", - "confidence": 0.84, + "summary": "This cluster is a broad theme of output-tracing refactors across many unrelated models. Most pairs are not duplicates; they only share the same tracking issue or a similar decorator-migration pattern. The only clear duplicate-ready overlaps are within the GPT-Neo pair and the GPT-J/CodeGen trio.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the real duplicate family: it is the later, broader GPT-J/CodeGen output-tracing refactor, explicitly tied to #43979, and it overlaps directly with the earlier GPT-J/CodeGen variants.", + "canonical_pr_reason": "44722 is the strongest representative of the real duplicate subcluster: it covers the GPT-J/CodeGen output-tracing refactor, overlaps directly with 44066 and 44085, and looks like the most consolidated version of that same change.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single anchor for the cluster\u2019s concrete duplicate family because it captures the same standardized output-tracing change in the same GPT-J/CodeGen path, with later and broader coverage than the earlier iterations.", + "best_pr_reason": "44722 is the best single PR representative for the cluster\u2019s true duplicate subcluster because it matches the same concrete code path as its nearest variants and has the clearest overlap with them.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J/CodeGen); sharing the broader refactor theme or issue target is not enough." + "reason": "Different model families and code paths; only the shared issue theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet and DeBERTa v2 are unrelated concrete code paths." + "reason": "Different models (CVT/FNet vs DeBERTa); not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing path and overlapping decorator migration in the same model area; plausible duplicate/superseding iteration." + "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower variant of the same change and could be merged with 44066." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RT-DETR ResNet vs EfficientNet are different model implementations." + "reason": "ResNet/RegNet vs EfficientNet are separate model implementations; not duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model code paths." + "reason": "Different models and code paths (EfficientNet vs GPT-J/CodeGen)." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different concrete changes." + "reason": "Different model families; same output-tracing theme is too broad to treat as a duplicate." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are separate model implementations." + "reason": "MobileNetV2 and DeBERTa are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated model code paths." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same theme, different implementation." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different concrete changes." + "reason": "GPT-J/CodeGen and MPT are separate model refactors; not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same output-tracing refactor path; this looks like an overlapping iteration of the same change." + "reason": "Both target GPT-Neo output tracing in the same file and appear to be near-identical decorator-migration variants." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families and code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "GPT-J/CodeGen vs GPT-Neo; same general refactor pattern but not the same bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output-tracing cleanup is unrelated to GPT-J/CodeGen." + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; unrelated model code." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + "reason": "Different model families and different forward paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are separate model-specific refactors." + "reason": "ResNet and GPT-J are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated concrete changes." + "reason": "GPT-Neo and ResNet are distinct models and changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model-specific refactors." + "reason": "ResNet vs MPT; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated beyond the shared migration theme." + "reason": "GPT-Neo refactor vs Flaubert refactor; separate code paths." }, { "left": "pull_request:44071", @@ -20173,186 +20218,222 @@ }, { "left": "pull_request:44018", - "right": "pull_request:44085", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo vs Flaubert; not a duplicate." }, { - "left": "pull_request:44018", + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "MPT vs MGP-STR; only the output-tracing style is shared." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and MGP-STR are different implementations." + "reason": "RegNet and VisualBert are different models and code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "MPT and MGP-STR are unrelated model-specific refactors." + "reason": "Segformer and GPT-J/CodeGen are unrelated implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths." + "reason": "Segformer and LongT5 are different model code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated; same broad refactor pattern is not enough." + "reason": "Segformer vs VisualBert; not the same underlying change." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different concrete model changes." + "reason": "GPT-Neo vs MPT; different models." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model families." + "reason": "MPT vs ImageGPT; unrelated refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44017", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and SegFormer are different model implementations." + "reason": "TextNet and Flaubert are separate model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet are unrelated concrete code paths." + "reason": "RegNet vs GPT-Neo are different code paths." }, { - "left": "pull_request:44017", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model refactors." + "reason": "MPNet and LongT5 are unrelated changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model implementations." + "reason": "RegNet vs LongT5; not a duplicate." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are separate model-specific refactors." + "reason": "TextNet and LongT5 are separate model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model code paths." + "reason": "GPT-Neo vs GPT2 are different models." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 are separate model-specific changes." + "reason": "MPNet vs Flaubert; separate code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-2 and GPT-Neo are different concrete changes." + "reason": "Segformer vs GPT-Neo are unrelated models." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model families with no shared filenames or issue targets; the right-hand PR is LongT5, not a Flaubert variant." + "reason": "GPT-Neo vs MPT; same output-tracing theme but different change." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SegFormer and GPT-Neo are unrelated model paths." + "reason": "RegNet and TextNet are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with direct file overlap; 44722 is effectively the consolidated version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are different model-specific changes." + "reason": "GPT-J vs SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "SqueezeBert and MPT are separate model implementations." + "reason": "CVT/FNet vs ResNet/RegNet are separate refactors." }, { - "left": "pull_request:44018", + "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + "reason": "CVT/FNet vs SpeechT5; not the same bug/change." }, { - "left": "pull_request:44071", + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different model-specific refactors." + "reason": "DeBERTa and SpeechT5 are different model families." }, { - "left": "pull_request:43997", + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs VITS; unrelated code paths." + }, + { + "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are unrelated code paths." + "reason": "DeBERTa and TextNet are different implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44044", + "accept": false, + "reason": "ResNet vs DeBERTa; only the refactor style overlaps." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44066", + "accept": false, + "reason": "DeBERTa and GPT-J/CodeGen are unrelated model refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44010", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and SqueezeBert are different model families." + "reason": "GPT-Neo vs MGP-STR; different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and LongT5 are unrelated model-specific changes." + "reason": "SqueezeBert and MPT are distinct models." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are separate model implementations." + "reason": "SqueezeBert vs VisualBert; not the same change." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated code paths." + "reason": "GPT2 vs MGP-STR; unrelated refactors." }, { - "left": "pull_request:44044", + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different model code paths." + }, + { + "left": "pull_request:44017", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are separate model code paths." + "reason": "Segformer vs SpeechT5; same theme, different implementation." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated model implementations." + "reason": "VisualBert vs Flaubert; unrelated model changes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is not fully conservative. Most verdicts are grounded, but at least one accepted soft-edge is clearly unsupported: pull_request:44101 vs pull_request:44161 pairs Flaubert/XLM with LongT5, which the packet shows are unrelated model families with no shared filenames or issue targets. The reason also cites 44116, not the actual right-hand PR, which is a precision error. Because the summary also repeats the unsupported idea that Flaubert/XLM is part of the same duplicate family, I can\u2019t accept this as fully grounded." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats most pairs as non-duplicates due to distinct model/code paths, and it only marks the GPT-Neo pair plus the GPT-J/CodeGen trio as mergeable overlaps. The accepted soft-edge verdicts are supported by shared files and very similar refactor diffs, so I don\u2019t see evidence of overstatement." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20360,7 +20441,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 37, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20387,12 +20468,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "2bd0a8570b89fca0ce8ab2f0da105ebb7e19df562e484939376512c416789ed1", + "prepared_review_unit_hash": "918b29151bb54b0b2ce24641aeecf7db9cc6ddd69c5cdcb16ff2779098ca2b94", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84900, + "serialized_chars": 84897, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -20400,7 +20481,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -20409,48 +20490,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are separate model-specific PRs migrating different architectures to standardized output tracing/capture_outputs. They share a refactor pattern, but they do not look like duplicate fixes or mergeable into one PR.", - "confidence": 0.88, + "summary": "These PRs are all model-specific migrations to standardized output tracing/capture, but they touch different architectures and code paths, so they are related maintenance changes rather than duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the shared theme because its title and diff directly describe the standardized output-tracing refactor, but it remains model-specific rather than a duplicate of the others.", + "canonical_pr_reason": "PR #44129 is the best representative because it has an explicit issue target and clearly shows the same standardized output-capture migration pattern in a concrete model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best cluster anchor: it is a clean, generic example of the output-capture migration and most directly reflects the common refactor pattern across the set.", + "best_pr_reason": "PR #44129 is the strongest single representative of the cluster: it is well-scoped, traceable to an issue, and clearly demonstrates the refactor pattern without being overly broad.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same migration theme, but FocalNet and ImageGPT are different model codepaths with distinct implementations; not the same underlying change." + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) with separate implementations; not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet have different forward paths and output handling; this is a shared refactor style, not one duplicate fix." + "reason": "VisualBert and TextNet are different model code paths; the shared theme is a refactor pattern, not one duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert touches different model internals and output-capture setup; too broad to treat as the same PR." + "reason": "MPNet and VisualBert are distinct model-specific migrations, so they are not mergeable as one concrete PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different output-tracing codepaths; they are related by refactor pattern only." + "reason": "MPNet vs TextNet affects different files and model logic; similar refactor theme, but not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate architectures; this is not the same concrete bug or change." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the overlap is only the standardized output-capture pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different codepaths, and the SpeechT5 diff also changes layer output signatures/cache behavior, so they are not mergeable as one fix." + "reason": "SqueezeBert and SpeechT5 are separate model paths, and only one has an explicit issue link; this is not a single duplicate fix." } ] }, @@ -20464,7 +20545,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20535,298 +20616,298 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "0d9d5eb2badf6a57fd4447495346e436f8825d051222f61cf597cf3a1f3dbf75", + "prepared_review_unit_hash": "0d9f3e94745727ba47cfd5dac03dff5ec56f250cedbcebefe2463b94d0c6bf4d", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43567, - "estimated_input_tokens": 10892, - "estimated_eval_tokens": 22040 + "serialized_chars": 43575, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43567, - "estimated_input_tokens": 10892, - "estimated_eval_tokens": 22040 + "serialized_chars": 43575, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose theme match around output-tracing refactors, but the PRs are model-specific and not duplicate fixes. They touch different architectures and code paths, so I would not merge them together as duplicates.", - "confidence": 0.96, + "summary": "This cluster is mostly a set of independent model-specific \"refactor output tracing\" PRs across unrelated architectures, plus one unrelated modular-conversion utility speedup. They share a pattern and vocabulary, but not the same underlying bug or mergeable change, so none of the soft edges should be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "If one representative must be chosen, PR 44003 is the broadest concrete refactor in the set: it spans both `mamba` and `falcon_mamba` and introduces the output-capture plumbing. It is not a duplicate of the others.", + "canonical_pr_reason": "PR 44025 is the most representative single PR here: it applies the tracing refactor to two closely related depth-anything model files and shows the common decorator/config cleanup pattern clearly.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best global representative because it is the most substantial model refactor here and most clearly shows the tracing-pattern change.", + "best_pr_reason": "PR 44025 is the best representative of the cluster because it is broader than the single-file wrapper refactors and still squarely matches the shared output-tracing refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor motif, but unrelated code paths." + "reason": "Same refactor style, but different model families and code paths; not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); only a generic output-tracing cleanup." + "reason": "Both are tracing refactors, but they target different models and entrypoints." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `univnet`); not the same underlying bug/change." + "reason": "Different model implementations; similar pattern only, not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba`/`falcon_mamba` are unrelated implementations; not one concrete fix." + "reason": "Mamba/falcon_mamba is a different code path from timm_backbone; too broad to treat as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`timm_backbone` vs `rwkv`); same theme only, not the same code path." + "reason": "Different architectures and forward logic; shared tracing cleanup is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `univnet`); only a shared refactor pattern." + "reason": "Different model families; both refactor outputs but do not fix the same concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `upernet`); unrelated implementations." + "reason": "Separate model code paths with only superficial similarity in tracing refactors." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `depth_anything`); not the same fix." + "reason": "MobileNetV1 and DepthAnything are unrelated models; these PRs are not mergeable as one change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`); only similar tracing changes." + "reason": "Wrapper/output-tracing cleanup in different model families; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); not one underlying change." + "reason": "Different encoder-decoder wrapper code path from MobileNetV1; not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); same decorator-style refactor, different code." + "reason": "Both are output-tracing refactors, but on unrelated CLIP-style vs audio model code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); unrelated code paths." + "reason": "Different model implementations and call stacks; same theme, not same bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `mamba`/`falcon_mamba`); not mergeable as one PR." + "reason": "Vision-text dual encoder and mamba are unrelated code paths; cannot plausibly be one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `depth_anything`); no shared implementation bug." + "reason": "Different model families and outputs; similarity is only at the refactor pattern level." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`univnet` vs `upernet`); only the refactor style is similar." + "reason": "UnivNet and UperNet are unrelated models; not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`univnet` vs `mamba`/`falcon_mamba`); not the same code-path problem." + "reason": "Audio generation and mamba state tracing are distinct problems." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`univnet` vs `depth_anything`); only superficial similarity." + "reason": "Different models and forward semantics; no shared underlying bug." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`upernet` vs `rwkv`); unrelated code paths." + "reason": "UperNet and RWKV are different subsystems with different output plumbing." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models (`upernet` vs `mamba`/`falcon_mamba`); not one underlying fix." + "reason": "Different model code paths; similar cleanup only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems (`mamba` vs `codegen`); same output-tracing pattern, but not the same change." + "reason": "Mamba tracing refactor and CodeGen output-tracing refactor are different model-family changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`timm_backbone` vs `codegen`); only generic output-tracing cleanup." + "reason": "Timm backbone vs CodeGen are unrelated; only the naming pattern matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`univnet` vs `codegen`); unrelated code paths." + "reason": "Different architectures and output contracts; not one duplicate fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`upernet` vs `codegen`); not the same bug/change." + "reason": "Different models and code paths; too broad to combine." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `codegen`); no shared implementation." + "reason": "Vision-text dual encoder and CodeGen do not share the same underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); both refactors, but unrelated code." + "reason": "DepthAnything and VisionEncoderDecoder are unrelated models; similar refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); not one concrete fix." + "reason": "Different model families and entrypoints; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`depth_anything` vs `superpoint`); unrelated code paths." + "reason": "DepthAnything and SuperPoint are separate code paths with different output types." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`depth_anything` vs `rwkv`); same tracing theme only." + "reason": "Different model families and tracing behavior; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`depth_anything` vs `dpr`); not the same underlying issue." + "reason": "DepthAnything and DPR are unrelated changes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); no shared code path." + "reason": "VisionEncoderDecoder and RWKV are unrelated implementation paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrappers (`vision_encoder_decoder` vs `speech_encoder_decoder`); similar pattern, distinct implementations." + "reason": "Different wrapper models with different forward APIs; not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); not the same bug." + "reason": "Different model families and output contracts; only the refactor motif matches." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `dpr`); unrelated changes." + "reason": "Different subsystems; no shared concrete bug or change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); not the same code path." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `rwkv`); only superficial similarity." + "reason": "Different code paths and output semantics; not one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `dpr`); not mergeable as one PR." + "reason": "SpeechEncoderDecoder and DPR do not address the same underlying issue." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`superpoint` vs `rwkv`); unrelated refactors." + "reason": "SuperPoint and RWKV are unrelated implementations with different output plumbing." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`superpoint` vs `dpr`); not the same change." + "reason": "Different model families and output structures; not a duplicate." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`rwkv` vs `dpr`); same motif, different implementations." + "reason": "RWKV and DPR are separate model changes, not one mergeable fix." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "A model refactor vs a tooling/performance change in `utils/check_modular_conversion.py`; unrelated." + "reason": "Completely unrelated: model output tracing refactor vs modular-conversion process-pool optimization." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "Different areas (`speech_encoder_decoder` vs modular conversion tooling); no shared bug." + "reason": "Different subsystem and purpose; no shared bug or change." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "Different areas (`rwkv` vs modular conversion tooling); not the same change." + "reason": "Model tracing refactor and build-script performance work are unrelated." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "Different areas (`superpoint` vs modular conversion tooling); unrelated." + "reason": "SuperPoint tracing cleanup and modular conversion speedup are unrelated changes." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "Different areas (`timm_backbone` vs modular conversion tooling); no overlap beyond similarity." + "reason": "No overlap beyond general repository maintenance; not the same fix." } ] }, @@ -20840,7 +20921,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20856,7 +20937,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "11d56450bff8555a07eb8868e66950595f70b5b96ee1faee24a4a08cd86bce95", + "prepared_review_unit_hash": "159617c547d7258c911c8b923bda332ce9016e97695b74a8f5973ab710f9dc4e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20878,18 +20959,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs (PenguinVL vs Voxtral TTS) that overlap only in shared Transformers registry/boilerplate files, not in the underlying feature or code path.", - "confidence": 0.98, + "summary": "These are two separate model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share some Transformers boilerplate files, but they implement different models and do not look like duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "45401 is the more clearly scoped PR and explicitly targets issue 45027; 44662 is a different model implementation entirely.", + "canonical_pr_reason": "45401 is the better anchor for the cluster because it has an explicit issue target (#45027) and a focused Voxtral TTS implementation. 44662 is a separate PenguinVL model addition with different scope.", "best_issue_reason": null, - "best_pr_reason": "45401 is the strongest representative if one must be chosen: it has an explicit issue target and a focused Voxtral TTS implementation. 44662 is a separate PenguinVL model PR.", + "best_pr_reason": "45401 is the most clearly specified PR in the set: it is tied to an issue, and its changes are cohesive around one model family. It is not a duplicate of 44662, but it is the strongest representative if one PR must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: one adds PenguinVL, the other adds Voxtral TTS. Shared auto/docs files are just common registration boilerplate, not evidence of the same bug or mergeable change." + "reason": "Reject: PenguinVL and Voxtral TTS are different models with different implementation code paths. The shared files are generic Auto/docs registration boilerplate, which is not enough to treat them as the same underlying change or merge them into one PR." } ] }, @@ -20903,7 +20984,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20923,7 +21004,7 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "28b5fe517eb86e186ea5d0b9218eeadea9507dd8d1bdae6d5992aedddca5fc85", + "prepared_review_unit_hash": "2b41329e05f186b6815165e354d6d99bf0d338fa7b4238dfe86acba226ea0ba5", "component_budget": { "node_count": 4, "item_count": 4, @@ -20945,39 +21026,39 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster centers on Transformers KernelConfig-based n-to-1 kernel fusion. 44979 is a broader Module Fusion API and is not the same concrete change as the later KernelConfig PRs. Among the KernelConfig PRs, 45666 looks like the broadest representative, while 46339 appears to be a later related refinement rather than a clearly more complete superset.", - "confidence": 0.76, + "summary": "This cluster is centered on the same evolving kernel-fusion feature for Transformers. The newest PR (46339) looks like the most complete representative; the earliest API PR is related but too broad and still distinct from the later KernelConfig integration work.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45666 is the best cluster representative because it covers the main KernelConfig n-to-1 fusion path across core loading, hub-kernel integration, modeling, tests, and an example, with broader file coverage than 46339. 46339 is closely related, but the packet does not clearly show it subsumes the earlier KernelConfig PRs.", + "canonical_pr_reason": "PR 46339 is the broadest and latest implementation of the n-to-1 kernel fusion path, with the same core files and tests as the earlier KernelConfig PRs plus further simplification/extension work.", "best_issue_reason": null, - "best_pr_reason": "PR 45666 is the strongest single representative of the shared KernelConfig fusion work: it touches the core loading path, integration code, modeling changes, tests, and an example, so it best captures the cluster\u2019s main change surface.", + "best_pr_reason": "PR 46339 is the best overall representative because it most clearly captures the mature version of the same kernel-fusion feature and appears to subsume the earlier KernelConfig work.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related subsystem, but not the same underlying change: 44979 introduces a generic Module Fusion API, while 45363 implements a concrete KernelConfig-based n-to-1 fusion path." + "reason": "Related feature area, but 44979 is a separate Module Fusion API proposal while 45363 implements KernelConfig-based kernel fusion integration; they are not the same concrete change and could be merged independently." }, { "left": "pull_request:45363", "right": "pull_request:46339", "accept": true, - "reason": "They target the same KernelConfig-driven n-to-1 fusion path with overlapping integration and modeling files; 46339 looks like a related later refinement that could plausibly be merged into one PR." + "reason": "Both target the same n-to-1 KernelConfig kernel-fusion implementation and touch the same loading/integration code path; 46339 reads like a direct extension/refinement of 45363." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "Strong overlap on the same KernelConfig fusion feature and shared core loading/integration/modeling/test files; related and plausibly mergeable into one PR, though 45666 has broader coverage." + "reason": "These are clearly the same kernel-fusion feature family, with the same shared files and nearly identical focus on KernelConfig-driven n-to-1 fusion; 46339 appears to supersede and refine 45666." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster direction is reasonable, but the reasoning overstates the evidence in a few places. In particular, the packet supports that 46339 is later and overlaps with 45363/45666, but it does not clearly \u0581\u0578\u0582\u0575\u0581 it is the \"most complete\" or that it subsumes the earlier PRs; 45666 actually has broader file coverage and a larger diff_size. The soft-edge verdicts should stay more tentative (e.g. \"related and possibly mergeable\") rather than \"clearly iterations\" of the same change." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The PR relationships are described in line with the titles, shared filenames, and overlap evidence, and the non-mergeable 44979 vs 45363 verdict is reasonably cautious. No clear overstatement of evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20985,7 +21066,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21001,7 +21082,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "cb99bcba6aa9e1669a8e8290ccf07b1979da798abd9451e295925f08b4bde8c9", + "prepared_review_unit_hash": "974a0a5573ac57559db870964a3297d8fd7ad821e9633277a8cfcabd0304ca93", "component_budget": { "node_count": 2, "item_count": 2, @@ -21023,18 +21104,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file and on the same issue target. PR 45317 is the more complete version because it includes regression tests.", - "confidence": 0.96, + "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it adds tests and a clearer fix description.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR 45317 as canonical: it fixes the same concrete bug as 45086, but it is more complete and better validated with an added test file. The shared hunk and issue target make it the clearest representative of the cluster.", + "canonical_pr_reason": "PR 45317 is the better canonical representative: it implements the same concrete fix as 45086 but adds test coverage and a clearer, more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall representative because it covers the same fix as 45086 and adds tests, making it the most merge-ready version of the change.", + "best_pr_reason": "PR 45317 is the strongest overall candidate because it addresses the bug directly and includes validation, making it the best representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs change the same code path in the same file to fix the same AttributeError, with identical core edit and the same explicit issue target. 45317 looks like a follow-up/expanded version of 45086 rather than a different change." + "reason": "They make the same code-path fix in src/transformers/tokenization_utils_tokenizers.py for the same issue target, and the second PR appears to be a superset with tests; these could plausibly be merged into one PR." } ] }, @@ -21048,7 +21129,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21064,12 +21145,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "a7b5655381e62cd7884010ae35701c9c5cced9eb5f2733d8d654fe3fbfeab95f", + "prepared_review_unit_hash": "2f67bc49241792919e0e19eb1dc44543fce76a7e7504c49ff2c3a17e48dffcab", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -21077,7 +21158,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -21086,18 +21167,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are NemotronH-related PRs, but they target different changes: one is a focused refactor/conversion-mapping update for NemotronH inheritance, while the other is a broader model-family split adding NemotronHDense/NemotronHSparse docs and code. They overlap on shared model files but do not look like the same underlying change.", - "confidence": 0.92, + "summary": "Two open PRs both touch NemotronH, but they address different changes: one is a narrow checkpoint conversion/mapping refactor, the other is a broader architectural split into NemotronH Dense/Sparse with docs and auto-model updates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR for the cluster because it is the broader, more complete NemotronH-family change and includes the shared model/auto wiring plus the new dense/sparse variants.", + "canonical_pr_reason": "No issue is present; if forced to pick a canonical PR for the cluster, PR #45569 is the more central and comprehensive NemotronH change, while PR #45115 is a smaller supporting conversion-mapping update.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative PR overall because it subsumes a wider slice of the NemotronH work, while #45115 is a narrower refactor/conversion-mapping adjustment.", + "best_pr_reason": "PR #45569 is the best representative because it implements the larger product change: new Dense/Sparse model families, auto mappings, docs, and tests. PR #45115 is narrower and mostly about conversion key renaming for checkpoint loading.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared subsystem and filenames are not enough here: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 introduces separate NemotronHDense/NemotronHSparse models and documentation. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one duplicate PR." + "reason": "They overlap on NemotronH files, but they are not the same fix. #45115 is about conversion key renaming for checkpoint mapping; #45569 is a broader model refactor/split into Dense and Sparse variants with docs and tests." } ] }, @@ -21111,7 +21192,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21127,7 +21208,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3f0dd448302fdc7b2277cdbf0ec3efa0352a7a8601f7cbdfa9de461f9a9f3a51", + "prepared_review_unit_hash": "8dd641416c125978d2438fdfa0369c7ec14de94ca114da885308b788d0390bf9", "component_budget": { "node_count": 2, "item_count": 2, @@ -21149,18 +21230,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-model feature PRs, but not duplicates: one adds per-layer config plumbing, while the other adds broader per-layer modeling/cache integration. They share support code, but they target different layers of the feature and would not be merged as the same concrete change.", - "confidence": 0.92, + "summary": "Two related but distinct PRs: one adds full heterogeneous model support across modeling/cache/masking paths, the other adds only heterogeneous config support. They overlap in shared config files but are not duplicates of the same concrete change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45332 is the better canonical PR because it is the broader, more complete change set: it includes the per-layer configuration support plus modeling/cache integration and tests, whereas pull_request:45333 is a narrower config-only foundation.", + "canonical_pr_reason": "PR 45332 is the broader end-to-end heterogeneous model support change and subsumes the config-layer pieces touched by 45333.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45332 is the best representative of the cluster because it covers the larger end-to-end heterogeneous-model implementation and subsumes the shared configuration groundwork.", + "best_pr_reason": "PR 45332 is the best cluster representative because it covers the main implementation scope across modeling code paths, while 45333 is a narrower config-only subset.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Do not treat as duplicates. 45333 is specifically per-layer config support, while 45332 extends into heterogeneous modeling and cache behavior. They share infrastructure and likely build on each other, but they are different feature slices rather than the same code-path fix/change." + "reason": "Reject: 45333 is config-only support, while 45332 adds the wider heterogeneous-model runtime changes. They are related pieces of the same feature family, but not the same underlying PR change and would not cleanly collapse into one duplicate." } ] }, @@ -21174,7 +21255,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21190,12 +21271,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "b8a67cc061f0a07ca9b9ed9c530bd8425d9162b38834dbef84d259bdeba64bcf", + "prepared_review_unit_hash": "96b45f782b2beb34357bdc7069414b2d863d9d25c289caafd1578bade923b4b5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21203,7 +21284,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21212,18 +21293,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they address different scopes: one is a broad type-checking pass across many files, the other adds typing helpers/protocols and related fixes in a smaller set of modules. They do not look like the same underlying change, so they should not be clustered as duplicates.", - "confidence": 0.9, + "summary": "Two typing-related PRs overlap in a few files, but they address different changes: one is a broad type-checking sweep across many transformer modules, the other adds reusable typing protocols and related plumbing for specific code paths. They are related, but not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45415 is a broad mechanical type-checking sweep, while 45425 is a targeted typing-API refactor with specific protocols and utilities.", + "canonical_pr_reason": "PR 45425 is the more focused, self-contained change: it adds typing helpers/protocols in `_typing.py` and threads them through a few targeted call sites.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more concrete and self-contained; 45415 is a wider repo-wide typing cleanup rather than one focused change.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a clearer concrete typing improvement rather than a broad repo-wide type-checking pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are not enough here: 45415 mainly adds type-check ignores and broad annotations across many modules, while 45425 introduces typing protocols/helpers and specific fixes. They are not the same concrete code-path change and would not plausibly merge into one PR." + "reason": "Reject: 45415 is a broad type-checking cleanup across many files, while 45425 introduces specific typing protocols and related call-site changes. Shared filenames and the typing theme are not enough to make them the same underlying change, and they would not plausibly merge into one PR." } ] }, @@ -21237,7 +21318,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21253,7 +21334,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "13adb261e9dcf42f30fad69fe40b270542c038718e9a7b4aeeee3321f64850c3", + "prepared_review_unit_hash": "bf3c9ab7531938b7ce3913888fd8e2a03c5dad87fa9281edb2b438bf1cfbce1a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21275,18 +21356,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both cache-aware multi-token forward fixes, but they target different model families and different code paths: Qwen/Olmo linear-attention forward logic vs Mamba2 CUDA kernel state handling. They are related thematically, not the same underlying change.", - "confidence": 0.95, + "summary": "These are related only at a very high level: both fix cached multi-token forward paths, but they target different model families and distinct implementations. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45513 is the broader representative of the cache-aware multi-token forward bug class, spanning multiple Qwen/Olmo model variants and tests, whereas PR 46084 is a separate Mamba2-specific kernel fix.", + "canonical_pr_reason": "PR #46084 is the stronger canonical PR candidate: it has an explicit issue target, is narrowly scoped to Mamba2 cache handling for seq_len > 1, and the diff directly addresses the concrete bug in one code path.", "best_issue_reason": null, - "best_pr_reason": "PR 45513 is the better cluster representative because it covers the broader family of cached multi-token forward corrections across several model implementations and includes corresponding test updates.", + "best_pr_reason": "PR #46084 is the best overall fit because it is the most focused, has a direct issue link, and presents a clear single-bug fix rather than a broader multi-model patch.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs and code paths: 45513 fixes multi-token cached forward logic in Qwen3.5/Olmo linear attention models, while 46084 fixes Mamba2 use_cache handling in cuda_kernels_forward. Similar theme, but not the same concrete change and not mergeable into one PR." + "reason": "Different underlying bugs in different architectures: #45513 fixes Qwen3.5/GDN linear attention cached multi-token forward, while #46084 fixes Mamba2 use_cache behavior for seq_len > 1. Same general theme, but not the same concrete code-path problem." } ] }, @@ -21300,7 +21381,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21316,12 +21397,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "d9f99b84b492960b4f8756ff54959eec4eb93d3d22194f5c39c6a79c25bff6f3", + "prepared_review_unit_hash": "7b7b2b7a4564af729ed75744a7334cb54ec71d6066154cb6af0b8ebf077aa003", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21329,7 +21410,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21338,18 +21419,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related thematically around expert parallelism, but they fix different bugs on different loading paths: one targets EP + ZeRO-3/accelerate config handling, the other targets EP + FSDP2 rank-0 broadcast overwriting experts. They should not be merged as duplicates.", - "confidence": 0.94, + "summary": "Both PRs concern expert parallelism, but they fix different failures: #45548 adjusts config serialization and adds an EP flag for loading with Accelerate/DeepSpeed ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. Same subsystem, different bug and code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a concrete runtime corruption bug with a multi-file code-path fix; #45548 is a separate loading/serialization fix.", "best_issue_reason": null, - "best_pr_reason": "45662 is the more comprehensive and concrete fix: it spans multiple code paths and directly addresses expert weights being overwritten during distributed loading, while 45548 is a narrower loader/config serialization patch.", + "best_pr_reason": "PR #45662 is the best standalone candidate: it addresses a clearly described, user-visible failure mode and its diff directly matches that bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different concrete bugs and fix paths: 45548 changes distributed config serialization and EP detection for ZeRO-3/accelerate loading, while 45662 fixes expert parameters being overwritten during FSDP2-style sharded loading." + "reason": "Do not merge: #45548 fixes EP/ZeRO-3 loading by serializing distributed_config and exposing has_ep, while #45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. Different underlying bugs and different fix paths." } ] }, @@ -21363,7 +21444,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21379,7 +21460,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7e3e4a34e8011780b93862087e9eba87e5974498587a1bdc88eccade483d2bda", + "prepared_review_unit_hash": "59d16c40c37086771ca8ae85e6ae42e179178794ac36cb2b8e75f171e8164599", "component_budget": { "node_count": 2, "item_count": 2, @@ -21401,18 +21482,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info debugging-log collision in the testing utilities, with PR 45645 expanding the fix to CI log collection as well.", - "confidence": 0.87, + "summary": "Both PRs address the same underlying xdist collision problem for `captured_info` debug artifacts in testing utilities. PR #45645 appears to be the more complete version because it includes the `testing_utils.py` fix plus CI/workflow handling to preserve and aggregate multiple captured-info files.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe testing_utils fix plus the CI workflow adjustment needed to consume multiple captured_info files, making it the more complete change set.", + "canonical_pr_reason": "Choose #45645 as canonical PR: it covers the same core xdist-safe captured-info fix as #45639, but also updates CI handling so the artifact logs are preserved and collected correctly in the broader workflow.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative for the cluster: it targets the same bug as 45639, covers the broader artifact-handling path, and is more likely to be the final merged form of the fix.", + "best_pr_reason": "#45645 is the best representative because it addresses the same concrete bug and appears to be the more complete end-to-end fix, not just the library-side change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist collision problem for captured_info/debug log artifacts and overlap on the same testing_utils/test code path, so they look like two versions of the same change rather than separate fixes." + "reason": "Same concrete bug: xdist collisions for `captured_info` debug artifacts. The PRs share the same core files and issue target, and #45645 looks like a superset/continued implementation of the same fix." } ] }, @@ -21426,7 +21507,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21444,12 +21525,12 @@ "pull_request:45670|pull_request:46320", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "fd86d774ddf948ae370026dea11d4798c299dce272a4d69a7c874feb4d07013e", + "prepared_review_unit_hash": "7b9e7dae8fcf4d7d64647a2b77916210a6f607593ebf0695fdf37ec626a5472c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7029, + "serialized_chars": 7030, "estimated_input_tokens": 1758, "estimated_eval_tokens": 3772 }, @@ -21457,7 +21538,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7029, + "serialized_chars": 7030, "estimated_input_tokens": 1758, "estimated_eval_tokens": 3772 }, @@ -21466,24 +21547,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates as a cluster. Two PRs are both model-specific SDPA/attn dispatch enablement, but they target different model families and code paths; the third PR is unrelated AutoModel registry wiring.", - "confidence": 0.88, + "summary": "No true duplicate PR cluster here: the RecurrentGemma SDPA-dispatch PR is only superficially similar to the BLIP-2/InstructBLIP SDPA-dispatch PR, and both are unrelated to the AutoModel registry tweak for glmasr. I would not merge any of the soft edges.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46320 is the best representative of the cluster only in the sense that it is a concrete attn-dispatch enablement change with model/code/test updates; however, it is not a duplicate of the others.", + "canonical_pr_reason": "PR 46401 is the strongest representative of the cluster\u2019s broad theme because it makes a concrete SDPA-dispatch change across the BLIP-family models and includes accompanying tests; however, it is still a distinct change from the RecurrentGemma dispatch PR.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the strongest single representative because it is a focused implementation change for one model family and has the clearest full-stack scope (modeling, conversion mapping, docs, tests).", + "best_pr_reason": "PR 46401 is the best overall PR to keep as the cluster anchor: it is the most substantial and well-scoped implementation among the three, while the other two are narrower and unrelated in concrete code path.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Unrelated changes: AutoModel registry addition for GLM ASR vs RecurrentGemma attn_implementation dispatch support. Different models and different code paths." + "reason": "Unrelated changes: 45670 only adds glmasr to AutoModel generation mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. Different code paths and no plausible single-PR merge target." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both enable SDPA-style attention dispatch, but for different model families (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They do not look like the same underlying bug or mergeable duplicate PR." + "reason": "Both are SDPA/attn_implementation work, but they target different model families and distinct implementations. This is shared pattern/subsystem work, not the same underlying bug or change." } ] }, @@ -21497,7 +21578,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21513,7 +21594,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "7ed7abf827aadbeabbeeb7c8c0883957f3e16c4ae6678fb3a3f1d223862bb763", + "prepared_review_unit_hash": "ffa079886bf5dbed9c78f5dba68fb6c4744114f730dc234a330ce22261ba7446", "component_budget": { "node_count": 2, "item_count": 2, @@ -21535,18 +21616,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both linter/modeling-rule changes, but they target different rules and different underlying problems: one adjusts model forward return handling (TRF003), the other enforces preprocessing-flag consumption in image/video processors (TRF016/TRF018). The shared filenames are incidental overlap in common model code, not evidence of a duplicate.", - "confidence": 0.96, + "summary": "The two PRs overlap in Transformers modeling/processor code, but they implement different lint rules and fix different issues. They should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs implement different checks for different code paths, so they should not be merged as duplicates.", + "canonical_pr_reason": "PR #46259 is the cleaner representative change in this cluster: it introduces TRF018 with docs and targeted processor/model updates. PR #45720 is a separate TRF003 implementation focused on forward-signature/return_tuple behavior, so it is not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the clearer representative of the cluster because it introduces a well-scoped new modeling rule with an accompanying docs update, but it is not a duplicate of PR 45720.", + "best_pr_reason": "PR #46259 is the most self-contained and clearly scoped of the two, with a named rule addition plus documentation. It is the better single representative for this cluster, though not a duplicate of #45720.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying change: 45720 adds can_return_tuple / return_dict handling for model forwards, while 46259 adds a rule about do_* preprocessing flags in image/video processors. Shared files are broad-framework overlap, not the same fix." + "reason": "Different underlying changes: #45720 implements TRF003 around can_return_tuple/forward signatures, while #46259 adds TRF018 for dead do_* preprocessing flags. Shared model filenames alone are not enough to merge these PRs." } ] }, @@ -21560,7 +21641,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21626,7 +21707,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21642,40 +21723,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "2fe48ebf4d04aa91db76d6183a2e1531e987a167847901d8a379334b0c0bd5e7", + "prepared_review_unit_hash": "edc38422d7866c17a442d58ed2dbd37b16bb4be56317dd62d43e2e27171e5e86", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: #45932 is a broad model/workflow change set, while #46100 is a test-only migration PR with intentional failing assertions. They do not fix the same concrete bug or change.", + "summary": "These two PRs are not duplicates. PR #45932 is a broad, unrelated infrastructure/model-change PR, while PR #46100 is a small ViT test-migration PR with intentional failing assertions. They do not target the same underlying bug or mergeable code change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs are unrelated in purpose and scope, so neither is a duplicate of the other.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45932 is the better representative of the cluster because it contains substantive code/workflow changes across multiple files, whereas #46100 is a narrow test-only placeholder/migration change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the diffs are unrelated. #45932 changes model implementations and CI workflow secrets; #46100 only adds intentionally failing test assertions in a ViT test file. They do not address the same underlying bug or merge cleanly into one PR." + "reason": "Different intent and code paths: #45932 changes CI/workflow and multiple model files, while #46100 only edits a ViT test file and inserts failing assertions. They are not the same fix and would not be merged into one PR." } ] }, @@ -21689,7 +21770,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21708,7 +21789,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "a51dfb66a1dd3a27a64ebf54057f8a6a6364e3f614060c7f74254c8ddb19feb4", + "prepared_review_unit_hash": "fda820a9228e5e01cdea18c67ecf0cf2a34b8388daddd7b0420e9d228e5aab54", "component_budget": { "node_count": 3, "item_count": 3, @@ -21730,30 +21811,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are model-specific SDPA dispatch enablement changes, but they target different code paths and architectures (CTRL, T5, and wav2vec2/SeamlessM4T variants). They are related in theme, not duplicates, so none of the soft edges should be merged.", - "confidence": 0.95, + "summary": "These are related theme-wise (adding SDPA dispatch support), but they target different model implementations and code paths, so they are not duplicates. The broadest representative is the multi-model PR for wav2vec2_conformer/bert and SeamlessM4T/v2.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate PR: each change is scoped to a different model family and implementation path, so they should remain separate.", + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, covering multiple model families and the most files/tests, while still being the same general SDPA-dispatch workstream.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the broadest representative of the SDPA-dispatch theme because it covers multiple speech model implementations and associated tests/docs, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 46196 is the best cluster exemplar because it has the widest scope and strongest signal for the shared feature area, even though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different model families and separate forward paths (CTRL vs T5); same feature theme, but not the same underlying bug/change." + "reason": "Both add SDPA dispatch support, but one is for CTRL and the other for T5. They touch different model-specific code paths and are not the same concrete change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL SDPA dispatch is unrelated to wav2vec2/SeamlessM4T code paths; too broad and model-specific to be merged as one PR." + "reason": "The overlap is only at a broad feature level. PR 46073 targets CTRL, while PR 46196 covers wav2vec2_conformer/bert and SeamlessM4T/v2, so these are separate implementation efforts." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 decoder attention dispatch and speech-model SDPA support are distinct implementations with different targets and tests, so not duplicates." + "reason": "Both are SDPA support PRs, but they fix different model families and do not appear mergeable into one concrete code-path change." } ] }, @@ -21767,7 +21848,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21783,12 +21864,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "825db36a4503b0c494f6c589774d27d5e26be9ad017b460f9f3263f805cfa92a", + "prepared_review_unit_hash": "98510e59bb9005072e3fb6ec5c71b52469a899057837d78768ba048a56f49e59", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21796,7 +21877,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21805,18 +21886,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to distributed training work, but they are not the same underlying change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch base that rolls in many distributed-system updates across multiple modules. Shared filenames alone don\u2019t make them duplicates.", - "confidence": 0.94, + "summary": "These are related distributed-training PRs, but they are not duplicates: one is a focused EP/router + Trainer integration, while the other is a broad distributed-branch base affecting many subsystems and CI.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader umbrella branch and the more likely canonical representative of the distributed refactor work, but it is not a duplicate of #46126.", + "canonical_pr_reason": "46269 is the broader foundational distributed-branch PR, touching many core distributed modules plus CI; 46126 is a narrower follow-up that builds on that base rather than reproducing the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the more concrete, narrowly-scoped change with a clear feature objective, making it the better representative for the specific EP/Trainer integration task.", + "best_pr_reason": "46269 is the best representative of the cluster because it is the more central umbrella change and the one most likely to anchor the surrounding distributed work.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different scope and likely different code paths: #46126 targets EP + Trainer integration, while #46269 is a large distributed base rollout touching many unrelated distributed modules. Not plausibly mergeable as one PR." + "reason": "Shared filenames only show overlap in the distributed stack, but the PRs target different concrete changes: 46126 adds EP/router masking and Trainer integration, while 46269 is a large base branch update across distributed infra and CI. They could not plausibly be merged as one duplicate PR." } ] }, @@ -21830,7 +21911,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21846,12 +21927,12 @@ "soft_pairs": [ "pull_request:46138|pull_request:46432" ], - "prepared_review_unit_hash": "98683e20db1152f93af6ea44127884aec4cb231d12b47e856e60728baad2b1c1", + "prepared_review_unit_hash": "0d41c7815e88fabc403d7d8c9f9b1ff559a8e39f2168f2113f220f9ee3dee15e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3864, + "serialized_chars": 3863, "estimated_input_tokens": 966, "estimated_eval_tokens": 2188 }, @@ -21859,7 +21940,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3864, + "serialized_chars": 3863, "estimated_input_tokens": 966, "estimated_eval_tokens": 2188 }, @@ -21868,18 +21949,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both workflow-only chore PRs, but they fix different CI concerns in different files: one changes how self-comment CI passes PR text to a script, the other hardens the SSH runner by pinning a downloaded helper and unsetting HF_TOKEN. They should not be deduplicated.", - "confidence": 0.98, + "summary": "The two pull requests touch different workflow files and solve unrelated problems: one changes how self-comment CI passes PR text to a script, the other hardens ssh-runner by pinning a download and clearing HF_TOKEN. They should not be treated as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different workflows and different code paths, so they are not the same underlying fix.", + "canonical_pr_reason": "No canonical PR: these are separate workflow maintenance changes with different purposes and code paths.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick one representative, PR #46432 is the more substantial standalone CI hardening change, but it is still not a duplicate of #46138.", + "best_pr_reason": "Neither PR is a suitable global representative for deduplication because they address unrelated workflows rather than the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflow jobs and different behaviors: stdin argument passing for self-comment CI vs pinned download plus env cleanup in ssh-runner. They do not fix the same concrete problem and would not plausibly merge into one PR." + "reason": "Different workflow files and different changes: stdin handling for self-comment CI vs. security/pinning and env cleanup in ssh-runner. Not the same underlying bug or change." } ] }, @@ -21893,7 +21974,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21909,12 +21990,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "5b7f839e8ca5f211302e63314ac59ead0f3f01ff7ff90cb6ae5fadf19bf63300", + "prepared_review_unit_hash": "ef36790e83db71a0f02ad26b79dab4a442334cf62041de273843556f2027bc7a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -21922,7 +22003,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -21931,18 +22012,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a very high level: both replace direct file-open source inspection with safer source-loading logic, but they touch different modules, different helper paths, and different concrete behavior. They do not look like the same underlying fix and should not be merged as duplicates.", - "confidence": 0.94, + "summary": "Both PRs are about avoiding brittle direct file reads when inspecting source, but they fix different code paths in different modules. They are related in theme, not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the more concrete and self-contained source of truth: it targets a specific source-reading heuristic in `modeling_utils.py` and includes tests, whereas PR 46152 is a separate refactor in `import_utils.py` with a different code path.", + "canonical_pr_reason": "PR #46207 is the better canonical representative because it targets a concrete source-reading heuristic in `modeling_utils.py` and includes test coverage, whereas #46152 is a separate helper-level change in `import_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best representative of the cluster because it has the clearest bug-to-fix mapping and the strongest local validation. PR 46152 addresses a different helper and should remain separate.", + "best_pr_reason": "PR #46207 is the strongest standalone candidate: it addresses a specific runtime behavior in `_can_set_attn_implementation` and is more fully substantiated by tests. #46152 is adjacent but not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid `open()` for source introspection, but they fix different code paths in different files (`import_utils.py` vs `modeling_utils.py`) and are not plausibly one merged PR." + "reason": "Both replace brittle `open()`-based source access, but they touch different modules (`import_utils.py` vs `modeling_utils.py`) and different mechanisms, so they are not the same underlying bug or a single mergeable PR." } ] }, @@ -21956,7 +22037,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21964,78 +22045,93 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46173-5", + "cluster_id": "cluster-46173-6", "nodes": [ "pull_request:46173", "pull_request:46343", "pull_request:46436", "pull_request:46474", - "pull_request:46475" + "pull_request:46475", + "pull_request:46481" ], "soft_pairs": [ + "pull_request:46436|pull_request:46481", "pull_request:46436|pull_request:46474", + "pull_request:46474|pull_request:46481", "pull_request:46474|pull_request:46475", "pull_request:46173|pull_request:46474", "pull_request:46343|pull_request:46475" ], - "prepared_review_unit_hash": "5c8e63d871faf8acc8d37da5bd9649188ec5d71b3804f3e98ab606d69302d397", + "prepared_review_unit_hash": "95ec3a969dde594b9da5dc1efd39c7acae2fb2daac8d4cb13454bc96854b7af5", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 4, - "serialized_chars": 11240, - "estimated_input_tokens": 2810, - "estimated_eval_tokens": 5876 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14073, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 4, - "serialized_chars": 11240, - "estimated_input_tokens": 2810, - "estimated_eval_tokens": 5876 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14073, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two unrelated duplicate groups: a cache_utils type-hint fix and a Falcon-Mamba kernel-warning wording fix. Within each group, the later PR with tests is the better representative.", - "confidence": 0.98, + "summary": "This set contains three separate duplicate PR topics: StaticLayer.get_seq_length typing, static cache max-length handling, and Falcon-Mamba fallback warning wording. Only the pairs within each topic should be merged as duplicates; the cross-topic pairs are unrelated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster: PRs 46173/46474 concern StaticLayer.get_seq_length typing, while PRs 46343/46475 concern Falcon-Mamba warning text. Each topic has its own clearer, later representative PR.", + "canonical_pr_reason": "No single canonical PR for the whole set; the items split cleanly into three distinct fixes with their own issue targets and code paths.", "best_issue_reason": null, - "best_pr_reason": "No single best PR cluster-wide because the items are two separate fixes. If forced to pick representatives, 46474 is the stronger cache_utils PR and 46475 is the stronger Falcon-Mamba PR because both include the implementation and accompanying tests.", + "best_pr_reason": "No single global best PR. Within each topic, the more complete PRs are 46474, 46481, and 46475 because they include the final fix plus tests or fuller coverage.", "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46481", + "accept": true, + "reason": "Same static-cache max-length bug in generation/utils.py, same issue target 46424, and nearly identical fix shape; these are duplicate PRs for the same code-path change." + }, { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different bugs and code paths: generation cache length handling vs StaticLayer.get_seq_length typing. Shared cache-related wording is too broad to treat as the same change." + "reason": "Different underlying change: 46436 fixes generation static-cache length selection, while 46474 only changes StaticLayer typing in cache_utils.py." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46481", + "accept": false, + "reason": "Unrelated fixes in different code paths: cache_utils return-type annotation versus generation cache-length logic." }, { "left": "pull_request:46474", "right": "pull_request:46475", "accept": false, - "reason": "Unrelated PRs in different subsystems and with different issue targets; one is a cache type-hint fix, the other is a Falcon-Mamba warning message change." + "reason": "Different subsystem and problem: StaticLayer type hinting versus Falcon-Mamba warning text, so they are not the same bug/change." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying StaticLayer.get_seq_length type-hint fix on the same file and issue target; 46474 is the later, more complete version with tests." + "reason": "Both target the same StaticLayer.get_seq_length return-type annotation in cache_utils.py and share issue 45987; 46474 is a fuller follow-up with tests." }, { "left": "pull_request:46343", "right": "pull_request:46475", "accept": true, - "reason": "Same underlying Falcon-Mamba kernel-fallback warning clarification on the same code path and issue target; 46475 is the later, more complete version with tests." + "reason": "Both address the same Falcon-Mamba fast-path warning text under issue 46234; 46475 is the more complete variant with test coverage." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are clearly the same bugfix within the same file/issue target, and the rejected pairs involve different subsystems or different bug fixes. No overstatement of evidence detected." + "feedback": "The verdicts are conservative and supported by the packet. The accepted pairs share the same issue target and code-path fix, while the rejected pairs touch different subsystems or different bug fixes. The summary correctly separates the three topics and does not overclaim mergeability across them." }, "evaluator_used": true, "retried": false, @@ -22046,7 +22142,70 @@ { "label": "pull_request", "component_index": 34, - "component_count": 36, + "component_count": 37, + "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-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22065,12 +22224,12 @@ "pull_request:46337|pull_request:46362", "pull_request:46362|pull_request:46368" ], - "prepared_review_unit_hash": "8326d96755be529549993b7e9a625c02a09c78631281879c4c92930e7abbf76e", + "prepared_review_unit_hash": "d950da02b7ef3fb76edfb11f0990804949d15a91a0dcc6890b344845c4ef4761", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5962, + "serialized_chars": 5964, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22078,7 +22237,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5962, + "serialized_chars": 5964, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22087,30 +22246,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated test-only PRs. One fixes Cohere2Moe device-mapping test setup, while the other two independently skip quant-cache tests for different model families. They share a broad theme of model test maintenance, but not the same concrete bug or change.", - "confidence": 0.91, + "summary": "Three unrelated model-test PRs: one adjusts Cohere2Moe test setup for device-mapping/offload, and two independently skip incompatible quant_cache tests for different models. The only soft-link is broad similarity around quantized-cache testing, not the same concrete fix.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46337 is the strongest anchor because it makes an actual test-enabling change to the Cohere2Moe tester configuration, whereas the others only add model-specific skips.", + "canonical_pr_reason": "pull_request:46337 is the best canonical PR because it addresses a specific failing Cohere2Moe test path with an actual test-environment fix, while the other two are small model-specific skips.", "best_issue_reason": null, - "best_pr_reason": "PR 46337 is the most substantive and self-contained fix in the set; it addresses a specific failure mode rather than suppressing a test.", + "best_pr_reason": "pull_request:46337 is the strongest representative of the cluster: it has the clearest failure mode, concrete setup changes, and is more substantive than the two model-specific skip-only PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Different models and different failure modes: Cohere2Moe device-map/offload setup vs NemotronH quantized-cache incompatibility. Same broad testing area, but not the same bug or mergeable fix." + "reason": "Different models and different failures: Cohere2Moe device-map/offload setup versus NemotronH quant_cache incompatibility. Same broad theme, but not the same underlying bug or change." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Different code paths and fixes: one adjusts Cohere2Moe test configuration for accelerate/device mapping, the other skips Deepseek V4 quant-cache generation tests." + "reason": "Cohere2Moe test infrastructure fix is unrelated to DeepSeek V4's quant_cache skip. They do not target the same code path or patchable change." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both skip quant-cache tests, but for different architectures and model-specific cache implementations. Too generic to treat as the same underlying change." + "reason": "Both are quant_cache skips, but for different model architectures with distinct cache implementations. Similar symptom, not the same concrete bug or mergeable fix." } ] }, @@ -22123,8 +22282,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 36, + "component_index": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22140,12 +22299,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "f9bb1d9c0cc420c951abb8e926c2a255651c8548a538a59f674f127ccceb250b", + "prepared_review_unit_hash": "48ef0914c96d5261bdb19f5057b403be152ffe4d91fd575c8efc2a3f9bbbfe42", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5960, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22153,7 +22312,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5960, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22162,18 +22321,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model, docs, and tests. They do not look like duplicates or mergeable into one change.", - "confidence": 0.97, + "summary": "These two PRs are unrelated: one is a draft infrastructure feature for multimodal continuous batching, the other is a new HunYuan VL model implementation and docs. They do not fix the same code-path problem and should not be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better representative if one must be chosen: it is a self-contained, non-draft model addition with accompanying docs and tests, whereas 46376 is a draft for a different continuous-batching feature.", + "canonical_pr_reason": "No canonical PR: the PRs target different areas and different changesets, so there is no duplicate pair to collapse into one canonical pull request.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest standalone change in the cluster: it implements a complete model integration with docs and tests; 46376 is broader, draft, and targets a different subsystem.", + "best_pr_reason": "PR 46417 is the better standalone PR because it has a focused scope around a single model addition, whereas PR 46376 is a broad draft feature spanning continuous-batching internals.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different artifacts and code paths: continuous batching multimodal support vs. HunYuan VL model integration. No shared bug or change to merge together." + "reason": "Different changes entirely: continuous-batching multimodal support vs. a new HunYuan VL model and docs. They do not share the same concrete bug or mergeable fix." } ] }, @@ -22186,14 +22345,14 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 36, + "component_index": 37, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46465-2", "nodes": [ @@ -22203,50 +22362,47 @@ "soft_pairs": [ "pull_request:46465|pull_request:46470" ], - "prepared_review_unit_hash": "850fb9d20bc32b5b1cf6f3167ba69738eb8afd6cd6671dcc48df3d5e22e5cc8e", + "prepared_review_unit_hash": "2d028eb1ee5c9984d03de8b7fe0120f92f53c9aa09665e236207f7f1d4160ba8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4995, - "estimated_input_tokens": 1249, - "estimated_eval_tokens": 2754 + "serialized_chars": 4986, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4995, - "estimated_input_tokens": 1249, - "estimated_eval_tokens": 2754 + "serialized_chars": 4986, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same decoder input-validation error-message bug in T5-family models. PR 46470 is the cleaner, test-backed fix; PR 46465 is a broader variant that changes more model files but targets the same underlying message formatting issue.", - "confidence": 0.93, + "summary": "Both PRs target the same decoder input-validation error-message area in T5-family models, but they implement different text fixes. One broadens/rewords the message across more model files, while the other narrowly corrects the decoder prefix formatting and adds tests.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46470 is the best representative because it fixes the concrete decoder error-message wording in the core T5-family code path and includes tests, making it the more complete and precise change.", + "canonical_pr_reason": "PR #46470 is the cleaner anchor: it directly fixes the decoder validation message formatting in the affected T5/MT5/uMT5 code paths and includes tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46470 is the strongest standalone PR: it directly targets the validation-message typo, is scoped to the affected T5-family models, and adds tests that confirm the behavior.", + "best_pr_reason": "PR #46470 is the best overall candidate because it is focused, tested, and matches the concrete error-message bug without extra wording changes.", "soft_edge_verdicts": [ { "left": "pull_request:46465", "right": "pull_request:46470", - "accept": true, - "reason": "Same underlying bug: decoder input-validation error messages use the wrong prefix formatting. The fixes operate on the same code path and could plausibly be combined into one PR." + "accept": false, + "reason": "Shared issue target aside, these are not the same concrete change: #46465 adds a new explanatory sentence and broader wording changes across more model files, while #46470 only changes the decoder prefix formatting and test coverage." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs target the same shared issue target and make closely related decoder error-message wording fixes in overlapping T5-family code paths, with PR 46470 also adding tests. The soft-edge accept is conservative enough because the changes are variants of the same bugfix and could be consolidated into one PR." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 451edd26765b8c570315a06348cd2418e2ed3b64..eb44e32f748b30aabf0707313b719b7c11d786a7 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260607t180020z", + "analysis_id": "hybrid-model-20260608t000032z", "archived_artifacts": { - "hybrid": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260607T180020Z/analysis-runs/hybrid-model-20260607t180020z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-07T18:05:44Z", + "published_at": "2026-06-08T00:06:17Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260607T180020Z", + "snapshot_id": "20260608T000032Z", "variant": "hybrid" } diff --git a/snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.json b/snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.json new file mode 100644 index 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"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, + "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-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46234-3", + "canonical_pr_number": 46343, + "duplicate_pr_numbers": [ + 46475 + ], + "target_issue_number": 46234, + "reason": "PRs in cluster-46234-3 are treated as duplicates because they converge on issue #46234 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46291-3", + "canonical_pr_number": 46293, + "duplicate_pr_numbers": [ + 46478 + ], + "target_issue_number": 46291, + "reason": "PRs in cluster-46291-3 are treated as duplicates because they converge on issue #46291 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46424-3", + "canonical_pr_number": 46436, + "duplicate_pr_numbers": [ + 46481 + ], + "target_issue_number": 46424, + "reason": "PRs in cluster-46424-3 are treated as duplicates because they converge on issue #46424 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46463-3", + "canonical_pr_number": 46465, + "duplicate_pr_numbers": [ + 46470 + ], + "target_issue_number": 46463, + "reason": "PRs in cluster-46463-3 are treated as duplicates because they converge on issue #46463 with closing_reference evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "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/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..5293c6e16de5d69b689e5922a9ce28b7c9056501 --- /dev/null +++ b/snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22410 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260608T000032Z", + "generated_at": "2026-06-08T00:06:14Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "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:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "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", + "issue:46402", + "issue:46468" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + 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"issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "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:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720" + ], + "prepared_review_unit_hash": "cbecb1b9274de51440f539fa6d1b0add94786df118b15f99356bf69853c8c785", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + 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Most proposed edges are only superficial text similarity, not true duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43596 is the best canonical anchor among the genuine duplicate candidates: it states the broader DeepSpeed ZeRO-3 + BERT IndexError, and issue:43638 reads like the same failure with a more specific non-pretrained-BERT setup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the strongest issue to keep as the representative bug report because it is the cleaner, more general description of the repeated BERT/ZeRO-3 zero-size tensor failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/configuration and different failure mode; both are Qwen-related but not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend symptoms; no clear shared code path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and different device/dtype failure contexts." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are MoE-related, but the dtype/autocast bug and AMD GPU runtime issue are not the same concrete defect." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model/example failures; 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only superficial similarity." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different product areas and failure types." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the collectives mismatch and zero-size BERT loading bug are distinct." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT zero-size IndexError on the same loading path; one is just a more specific non-pretrained-BERT variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy behavior is unrelated to GPT-OSS TP failures." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different tokenization/LoRA behaviors and different code paths." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issues; no shared underlying bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related, but one is checkpointing/FSDP and the other is mask indexing; not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but they are distinct runtime failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding device/offload/materialization bug around inv_freq handling." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different BERT/ZeRO-3 loading bug versus GPT-OSS TP bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor mismatch is unrelated to trainer API signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model and different failure path." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different device mismatch symptoms." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma4 embedding behavior versus Qwen3.5 video-token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problems; only broad MoE similarity." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model-specific compatibility bugs with no shared code path." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device placement mismatch versus expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch compatibility complaint versus NVFP4 model runtime failure; not the same defect." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training and device-mapping failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE models and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are model execution issues, but not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model/runtime errors; only generic dtype/runtime similarity." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backend failures; no same code path." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training vs inference/runtime issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen model bugs and different failure locations." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error surfaces." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid-method bug in one model versus MPS histogram integer support issue in another." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call is unrelated to Qwen3.5 SFT unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both involve ZeRO-3 loading, but Gemma3 and BertModel failures are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Related to docs removals in v5, but they are different obsolete references and not the same change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend errors; no concrete shared bug." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different training packing issue versus MPS backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths and different failure modes." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different DeepSpeed/model issues and different APIs involved." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing mismatch is unrelated to the GenerationMixin import breakage." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different model runtime bug versus docs issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy issue is unrelated to tensor mask mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint versus missing text-encoder weights; not the same underlying bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "General version incompatibility reports, but for different dependency combinations and symptoms." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different backend/version breakages and different model-loading surfaces." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 loading errors, but the Gemma3 and BERT cases are distinct." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/config attribute failure versus device-map CUDA assert." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pockets are well-supported by the issue titles, and the rejections avoid overstating weak similarity into duplicate claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44589|issue:46304", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800" + ], + "prepared_review_unit_hash": "bdac03df1027d7083405d55fb0fe716ca5d59f8fd2b8227776beb56c7aaa4a4a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40096, + "estimated_input_tokens": 10024, + "estimated_eval_tokens": 20304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports, not one cohesive duplicate set. The only strong duplicate-like pair is the AutoTokenizer wrong-token-IDs regression across models.", + "confidence": 0.69, + "canonical_issue_reason": "Issue #45920 is the broadest and most complete report of the tokenizer ID regression, covering multiple affected model families and the same v5-era failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 is the best umbrella issue: it is open, explicit about the shared tokenizer regression, and aggregates the widest model impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: float8 storage lookup vs distributed support breakage. Same release family, but not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different models and code paths: Gemma4 device placement vs Qwen3.5 video chat-template token/feature mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU execution issue vs table-question-answering crash; no concrete shared bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern unrelated documentation updates and not one underlying code change." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are distinct model-specific problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior and Qwen3-vl StopIteration are unrelated code paths." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same underlying AutoTokenizer v5 regression producing wrong token IDs across multiple model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading issue is unrelated to RAG documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote_code compatibility breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "A corrupted Ovis2 checkpoint is not the same as NemotronH implementation loading failures." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes init argument incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute for vLLM/Gemma3 and the other is a Qwen3-MoE behavior issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes/contexts differ enough that a shared root cause is not established." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table QA task crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "A unit-test model loading failure is not the same as a corrupted checkpoint report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and PretrainedConfig/pydantic regression are separate compatibility problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT loading error and torch 2.4.1/v5.8.0 incompatibility are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems: detokenization vs table QA runtime crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading and pydantic config breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution error and table QA crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and MPS histogram/int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/tracing-related, but they affect different models and different execution mechanisms; not one concrete bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are training-time tensor/mask issues, but the error shapes and implicated paths differ; too little evidence for one root cause." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers version incompatibility are separate compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The choice of #45920 as the umbrella/canonical issue is supported by the broader, open report, and the only accepted duplicate pair (#45812/#45920) is plausibly the same AutoTokenizer v5 token-ID regression. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054" + ], + "prepared_review_unit_hash": "535b3f02d8e1476c6d996fbf5958398a63e018205eed12d94986283cc6f78487", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37535, + "estimated_input_tokens": 9384, + "estimated_eval_tokens": 19024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but a few pairs are strong duplicates: the v5 non-persistent-buffer corruption reports, a Qwen3.5 video-token mismatch regression, and a trust_remote_code/custom-module resolution collision. Most other pairs only share broad subsystem or model-family similarity and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the clearest root-cause report for the non-persistent-buffer regression, and it lines up directly with the shorter duplicate descriptions in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best canonical anchor because it is concrete, regression-focused, and names the exact failure mode and mechanism; it best represents the duplicate buffer-corruption subgroup in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different models and different multimodal failures; both are video/image input issues, but not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated runtime errors: torch dynamo grouped_mm tracing versus missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5 video-input regression, with 46294 appearing to be a specific symptom of the broader token/feature mismatch in 44479." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the failing code paths are different: mask-length mismatch versus ZeRO-3 zero-sized parameter access." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reported problems differ: degraded text embeddings versus nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: multimodal config unwrapping versus uninitialized rotary embedding memory after meta materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "No shared code-path bug; one is a missing TensorFlow backend check, the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Both mention training/loading, but they are distinct failures on different models and different paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different multimodal/training failure modes." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "No meaningful overlap beyond being model-specific inference complaints." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module resolution problem: cache/path collision causing the wrong custom module to be loaded." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated issues: Jupyter/custom model initialization versus flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they affect different model classes and appear to be separate bugs rather than one mergeable fix." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe versus fallback logic blocked when fa2 is absent." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to tied-weight issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different code path than tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH is not the same bug as tied weights in translation models." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message bugs, but they target different validation logic and are not clearly the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely unrelated: DSA indexer discussion versus outdated docs about a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures with no shared concrete code-path bug." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation/text issues, but about different docs and different fixes." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime symptoms; no evidence of the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model execution failure versus invalid-method call in a different model implementation." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 corrupts/overwrites non-persistent buffers during load/materialization." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 is the shared subject, but one is a documentation example/model-processor mismatch and the other is a model-quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Direct duplicate descriptions of the same non-persistent-buffer junk regression in Transformers v5." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failure modes: custom trainer signature mismatch versus DeepSpeed ZeRO-3 empty-tensor indexing." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different numeric-instability/training failures; not the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage-related TypeErrors, but they involve different missing incompatibilities and different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers/initialization, but the concrete bug is different: buffer corruption on load versus uninitialized rotary embedding memory." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Too broad and not the same bug; one is SigLIP2 embedding quality, the other is tokenization changing across versions." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated issues: checkpoint corruption versus loading noise/doc-style behavior." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the symptoms are different enough that they do not clearly look like one underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are plausible from the titles alone: the non-persistent-buffer regression set (43644/43950/44534), the Qwen3.5 video-input mismatch set (44479/46294), and the trust_remote_code/custom-module loading collision set (45632/45698). The non-duplicate rejections are also appropriately cautious. I did not see a clear overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "48b2be9ed773463c93ab5bdf3dfa7139b77a3d58c01f2187153f2a6a8bf9a887", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformer bugs and docs regressions. I only accepted a few clear duplicate pairs; most soft links are same-subsystem but not the same concrete defect.", + "confidence": 0.89, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into separate subgroups. If forced to anchor one bug, issue:44291 is the clearest runtime regression report, and issue:44509 is the clearest docs regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest standalone issue here: it states the root cause clearly, is reproducible, and cleanly covers the same unexpected `_is_hf_initialized` regression seen in issue:43872.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: tokenizer loading error messaging vs missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-MoE related, but one is a flash-attn packed-sequence crash and the other is a CPU-offload rotary embedding bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Distinct model/code paths: Gemma4 FSDP2 shared-kv rebuilding vs Qwen3_5Moe rotary-memory initialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different problems: LoRA gradient-checkpointing ineffectiveness vs int4 quantization memory growth/OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy; one reports worse embeddings, the other names the HF-vs-JAX mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated loading issues for different models; one is a bad error message, the other is a model load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading-noise complaint vs a specific ScandiBERT load failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different areas: tokenizer detokenization regression vs Python 3.13 flash_attn import-key handling." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad loading area, but not the same bug; one is log noise, the other is a specific model load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both involve MoE training, but checkpointing behavior and memory usage are separate defects." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is missing fields from AutoConfig and the other is a broader loading regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-specific failures: DeepSpeed ZeRO-3 load crash vs FineGrainedFP8Config failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms; Qwen3VL weight-only loading is not the same as GLM5 loading." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different device/runtime issues: MPS histogram support vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Completely different bugs: missing Qwen2.5-VL import vs `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures for different code paths; no shared concrete defect." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn2 fallback being blocked by other checks." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regression and Gemma4 PLE device-mapping mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping bug and remote_code regression are different issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 fine-tuning warning and hf4.x\u2192hf5.x LoRA incompatibility are not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-map mismatch are separate runtime errors." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating are different code paths." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion APIs and are not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both involve model loading/remote code, but the concrete failures are different." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weight handling in Mistral3 and non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both complain that v5 docs still reference removed pipeline-based summarization/translation tasks." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root bug: both report the unexpected `_is_hf_initialized` argument during model initialization/loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3MoE FP8 failure and bitsandbytes `_is_hf_initialized` incompatibility are separate regressions." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper run failure and `_torch_extract_fbank_features()` issue are related at most by subsystem, not the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different training/runtime errors: unexpected `num_items_in_batch` kwarg vs mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge calls. The accepted pairs are plausibly the same concrete defect or docs regression, while the rejected pairs are mostly clearly distinct by title and failure mode. The cluster summary also accurately reflects that this is a mixed bag with only a few true duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994" + ], + "prepared_review_unit_hash": "51234b80f8339ba1dc47ba9b04e9538542602add32579869b6ce12d39fbec1f9", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37155, + "estimated_input_tokens": 9289, + "estimated_eval_tokens": 18834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with superficial title overlap. The only clear duplicate-style pair is 43645/43646 about the Transformers 5.0 custom-model initialization regression. The SigLIP2 pair 38175/43994 is only a plausible same-model relation from the titles, not a confirmed duplicate on the packet alone.", + "confidence": 0.79, + "canonical_issue_reason": "43645 is the broader, more self-contained report of the Transformers 5.0 custom-model initialization regression; 43646 is the narrower follow-up on the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "43645 is the strongest canonical issue candidate because it cleanly describes the bug and already subsumes the narrower duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is about weight conversion and the other about gradient averaging; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and a missing gradient-checkpointing flag are only loosely related." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failures: bad Voxtral tokenizer messaging vs tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen/ZeRO-3 weight-loading issues, but the titles point to different model generations and different failure descriptions." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but the packet does not show the same model or the same root cause." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 NaNs from SDPA/position_ids and a flash-attention AttributeError are distinct code-path failures." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are mask-shape IndexErrors, but there is no evidence they are the same model or same code path." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "A broad video-input regression and a specific StopIteration in Qwen3-vl-embedding are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading, but the symptoms and affected models are different." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different loading symptoms; not enough to treat as one bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated training/runtime error versus image-processor segmentation-map failure." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a Phi-tiny-MoE dtype mismatch are unrelated changes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: rope-index scaling for Qwen2.5-VL versus uninitialized-memory after meta-to_empty materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Gemma4 PLE device mismatch are separate issues." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior do not match." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched leakage and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import of Qwen2_5_VLForConditionalGeneration is not the same as meta-device loading regressions." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-input regression and MPS histogram support are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss support and missing Float8 storage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "GenerationMixin import failure and meta-device loading breakage are different issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; 43646 is the narrower duplicate report." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba versus flash-attention illegal-memory-access on Qwen3.5." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/video/embedding themes, but the concrete failures are different." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to gpt-oss GGUF support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES/add-new-model-like bug is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the packet only shows related symptoms (zero probabilities vs nonsensical results), not enough to confirm the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The review is mostly cautious, but it overstates evidence in a couple of places. In particular, treating issue:38175 / issue:43994 as a true duplicate-style pair is not well grounded from the packet alone: the titles indicate the same model family, but one is about zero probabilities and the other about nonsensical results, so this is at best a plausible relation, not a confirmed duplicate. The summary also says it found \"two true duplicate-style pairs,\" which is stronger than the available evidence supports. The 43645 / 43646 acceptance is plausible, but the overall conclusion should stay more conservative unless the issue bodies clearly establish duplication." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43708|issue:44075", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44164|issue:44291", + "issue:45276|issue:45335" + ], + "prepared_review_unit_hash": "042842c614e053df23f6d4767da79b2e717556dd01119f30f45e195b3bf62210", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36225, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only one soft edge is a clear duplicate. Most other pairs share a broad theme (loading/regression/model-family issues) but not the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "No single issue covers the whole cluster well. Among the near-duplicates, issue 44534 is the best anchor because it states the v5 non-persistent-buffer corruption regression in a broad, reusable way.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the clearest representative of the one obvious duplicate subcluster and has the most general wording for the shared regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: _is_hf_initialized/device init vs OCR long-input mask indexing." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: ZeRO-3/Bert loading vs tokenizer mapping lookup." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "IndexError under ZeRO-3 is unrelated to tokenizer mapping/model registration." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading failures, but the model/config causes are different and not clearly the same regression." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offload/memory, but one is quantized device_map offload and the other is Strix Halo mmap OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is docs/example mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility issue vs BitNet packed-weight unpacking bug are different." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: CUDA assert with auto device map vs FineGrainedFP8Config." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3MoE FP8 failure vs Strix Halo mmap OOM." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model load failures, but the models and likely root causes differ; not enough evidence of the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model loading issue vs save_pretrained visual encoder key regression are different." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe branch incompatibility vs resize_token_embeddings propagation bug are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs Nemotron example broken are not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load failures, but for different models and no shared concrete failure mode is shown." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint max_steps calculation bug is unrelated to SGD args being ignored." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 issues, but one is buffer corruption and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is docs/example errors and the other is nonsensical outputs; not clearly the same fix." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions in different model families and code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory usage vs quantization offloading behavior are different issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different models and symptoms." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Training memory inefficiency vs int4 quantization OOM are related only broadly, not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion problem vs GLM-4.7-Flash load issue are different." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs sinq save/load quantization break are different." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/hf4.x compatibility vs resize_token_embeddings propagation bug are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra_state save/load handling and init_empty_weights _is_hf_initialized constructor error are different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar symptom, but different model implementations and no evidence of one shared underlying code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:43644 vs issue:44534, is well supported by the nearly identical titles and shared Transformers v5 non-persistent-buffer regression. The remaining rejections do not overclaim equivalence, and the summary correctly characterizes the cluster as mostly heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46468" + ], + "soft_pairs": [ + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45685|issue:46468", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:45812|issue:46315", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "6402467147aa80bedc1d9c49d73a217f5b532e8b80a60e11e56e796329376eeb", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37467, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bugs, not one large duplicate set. The only clear duplicate family is around `resize_token_embeddings` not updating downstream embeddings across model variants; the rest are distinct regressions in model loading, quantization, checkpointing, offload, or attention paths.", + "confidence": 0.9, + "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the broad, model-agnostic `resize_token_embeddings` regression most cleanly and can subsume the more specific Gemma4/T5Gemma variants.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the strongest global issue candidate: concise, general, and representative of the only tight duplicate family in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention-related failures, but the concrete bugs differ: illegal memory access from 3D `position_ids` vs an `AttributeError` on `s_aux=None`." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern `lm_head` tying, but they are model-specific reports with different affected architectures and symptoms; not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is a Torch 2.10 compatibility issue and the other is a `meta`-device loading bug affecting some models." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different areas: documentation example errors for SigLIP2 vs a GLM5 model issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading problems, but the root causes and affected models differ; this is not the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different problems in different subsystems: LoRA gradient checkpointing vs an apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/offloading, but one is an offload behavior bug and the other is a CUDA reserved-memory/OOM regression; too broad to merge." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import-path error for `GenerationMixin` and a Whisper pipeline `return_language` regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 `KeyError` and Qwen multimodal `text_config` unwrapping are different code paths and different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` constructor-arg breakage and disabling mmap for Strix Halo OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen/Gemma-era model issues, but one is an FSDP2 attention-state bug and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes: cross-track embedding leakage vs device mismatch with `device_map=\"auto\"`." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is int4 quantization reserved-memory growth and the other is mmap/OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "`init_empty_weights` arg handling and MXFP4 loading/fallback behavior are separate regressions." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`meta`-device loading failures and Strix Halo mmap/OOM are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and checkpointing in eval mode are distinct issues." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support for Int in MoE code is unrelated to the broken Nemotron example." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: both report resized embeddings not propagating to output-related weights, with `45276` being the Gemma4-specific manifestation." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example are related only at a very broad model-family level, not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling and disabling mmap for OOM are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test-loading failure and Qwen3.5 checkpoint save regression are different model-specific problems." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict Granite speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from 3D `position_ids` are different defects." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is a permissions propagation problem in `save_pretrained`; the other is loading the wrong custom module after saving." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux` handling and Gemma4 FSDP2 shared-state rebuilding are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage in notebooks and incorrect `max_steps` on checkpoint resume are separate issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Defining/initializing custom models in Jupyter and `extra_state` save/load handling are different problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` family of bug: both describe embeddings not being updated after resize, just on different model subcomponents (`output_embeddings` vs `decoder.embed_tokens`)." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer ID regression and slow `convert_tokens_to_ids` are both tokenizer-related but clearly different bugs." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "A dtype mismatch under autocast for Phi-tiny-MoE is unrelated to `meta`-device loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft-edge pairs are the clear `resize_token_embeddings` variants, which look mergeable into one bugfix family; the rest are appropriately rejected as distinct issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43299|issue:43931", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43582|issue:43632" + ], + "prepared_review_unit_hash": "e19ee05a3bcef4c609d105c04a88556d70a96a5d0512302213d7efd3da323f55", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38204, + "estimated_input_tokens": 9551, + "estimated_eval_tokens": 19358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers regression reports, many around v5/model-loading/tokenizer behavior but not true duplicates. No PRs are present; among the issues, the broadest and clearest representative is the base_model_prefix loading regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43611 is the most general, user-facing loading regression in the set and best matches the cluster\u2019s broad v5 breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest cluster representative: concrete, widely applicable, and closer to the shared model-loading regression pattern than the more model-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a general torch version incompatibility report, the other a Phi MoE autocast dtype mismatch; distinct problems." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation failure is not the same as Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language regression and a general tokenization change report are different behaviors and code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Model loading via base_model_prefix and custom model initialization in Jupyter are separate regressions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility versus a Gemma4 forward device mismatch; not one underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "These are both compatibility-style reports, but the affected paths and symptoms are different." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 crash is unrelated to the template-node compilation error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures for torch_compilable_check and Perceiver non-default resolution failure are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression across Qwen VL variants does not match the generic mask/index shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and non-template-node compilation are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Reproduction of issue 38071 and mistral_common continue_final_message behavior are different tokenizer concerns." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and a mistral_common message-format bug are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 SFT input-unpacking failure are distinct problems." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they document different deprecated/changed pipeline behaviors." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 incorrect outputs and ModelOutput key assignment are separate functional bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict and gguf_file loading failures affect different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is MoE/dev-version breakage and the other is a weight-shape mismatch; not the same root cause." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and EMBEDDIA tokenizer loading failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BertModel index error is not the compiled flex_attention torch-version bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen config unwrapping are different serialization/configuration issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Two tokenizer-loading problems, but with different models and different failure mechanisms; do not dedupe." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are not the same underlying problem." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated model-specific regressions." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and Qwen VL video-input regression do not match." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific BERT model and the Mistral regex-patch tokenizer crash are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "A model-listing/add-new-model-like failure is unrelated to the flex_attention compilation regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement related, but one is an XLNet CPU-arange inefficiency and the other is CPU-offload incompatibility in Qwen3_5Moe; not the same fix." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading failures with different models and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk-fill are distinct v5 regressions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and the _is_hf_initialized flag breakage are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43322|issue:43540" + ], + "prepared_review_unit_hash": "9e179f9e4c4a1b373a74600804eb81bb8322c32a9bbafe778a2b6fd8a9fe1a65", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37416, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "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 that share only superficial wording around v5 regressions, model loading, or tokenizer behavior. None of the soft pairs look like the same underlying bug or mergeable PR change. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43646 is the broadest representative here: a general Transformers 5.0 custom-model initialization regression, which is more central than the more specialized model- or backend-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to keep as the representative because it captures a generic v5 initialization breakage rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different failures: CLIP structure/API inconsistency vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: image preprocessor dtype mismatch vs template compilation error." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Unrelated bugs: perplexity regression on gpt-oss-20b vs runtime special-token/post-processor updates." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Different components and symptoms: T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different root causes: missing fields from AutoConfig vs PagedAttentionCache invalid group type." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting bug vs multimodal IterableDataset multi-image failure; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different repositories and different failure modes." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode skipping special tokens is separate from empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error vs Mistral tokenizer regex/backend_tokenizer AttributeError." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package extras missing tensorflow backend is different from a backend-mapping validation error for tensorflow_text." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different surfaces: Qwen2.5-VL multi-image dataset handling vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and invalid group type in PagedAttentionCache are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related release, but distinct bugs: non-persistent buffer serialization vs custom model initialization." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading breakage and Qwen2.5-GGUF v5 load failure are different model-loading paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Audio-feature regression on unsupported center arg vs a separate _torch_extract_fbank_features issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys attribute vs a specific model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict is unrelated to notebook-defined custom model initialization." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload/load failure is separate from Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method are different concrete issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen bugs: hidden-state output issue vs rope-index scaling for still images." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 load regressions, but they affect different models and different tokenizer/model-loading code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization breakage is distinct from non-persistent buffer junk in v5." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different underlying issues: general custom-model init regression vs buffer initialization/serialization bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying bug in Mistral3 is not the same as device-dependent serialization inconsistency." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Log noise while loading transformers is not the same as the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 failure and non-template-node compilation error do not share a concrete code-path bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different problems." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are separate model-loading/media-processing bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45987", + "issue:46209", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:43377|issue:43819", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44991|issue:46315", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:46209|issue:46326", + "issue:36032|issue:41720", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:44683|issue:45020", + "issue:44079|issue:45663" + ], + "prepared_review_unit_hash": "526b26c6e720f4a4aab92163ed808be302c35743c05749de52211932322a84cc", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36153, + "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 mostly a grab bag of distinct Transformers bugs/regressions, with only one likely duplicate pair around Qwen3.5 save_pretrained checkpoint corruption. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set, covering recent-version breakage on remote_code models and serving as the best high-level anchor for this mixed regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative global issue here: it has the broadest scope, clear regression framing, and fits the overall cluster theme better than the many model-specific one-offs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: batched-vs-single MIMI output mismatch vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to a StaticCache return-type contract bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but they target different models and different crash points." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures: physical-intelligence/fast vs Mistral regex patch crash." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure is not the same as a convert_tokens_to_ids performance regression." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to the OmDet processor image-size mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention failure are separate code paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized loading failure are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 is a narrower report of incorrect serialized visual encoder keys from the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to a model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM-125M KeyError are unrelated loading bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different FP8-related failures with different symptoms and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related model family, but one is a broad video-input regression across several Qwen VL variants while the other is a specific still-image temporal position_ids scaling bug." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference on B200 and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict vs Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 initialization-flag breakage and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate Transformers v5 regressions." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy transformer loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are different failures." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary load noise is unrelated to tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable finetuning are different training scenarios and bugs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: one is _is_hf_initialized handling, the other is non-persistent buffer initialization." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing and a specific add_special_tokens=True BOS/EOS regression are related only loosely, not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 is not the same as broad remote_code loading breakage." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 45020 is a reasonable umbrella anchor given its broad remote_code regression framing, and the note that there are no PRs is consistent with the items shown. The soft-edge verdicts are mostly conservative and the one accepted pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained bug family. 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": 21, + "review_unit_index": 11, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45812", + "issue:45834", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43317|issue:43856", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:43749|issue:44079", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325" + ], + "prepared_review_unit_hash": "1ac6c6af845b96a00a91ece34571672f10f7a39f268dc731cff80b0b12764b92", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "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 regressions. The only soft edge that looks like the same underlying bug is the Qwen2.5-VL position-id regression pair (45325/45381); the rest are too symptom- or model-specific to merge safely.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45325 is the clearest root-cause report: it pinpoints the Qwen2.5-VL `get_rope_index` position-id scaling bug, which can reasonably subsume the closely related video-input report.", + "canonical_pr_reason": null, + "best_issue_reason": "45325 is the best representative issue because it names the concrete failing code path and is the most general description of the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing use versus a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated TypeErrors in different loading paths (`init_empty_weights` vs float8 storage lookup)." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training failures: FlashAttention-3 instability versus zero loss for `num_labels=1` classification." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` while the other yields wrong Granite token IDs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: GGUF loading under v5 versus an absurd `model_max_length` on CLIPTokenizer." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "No shared code path; GGUF loading and `Llama4Config.pad_token_id` are separate issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different multimodal problems: progressive generation with `past_key_values` versus multi-image iterable finetuning." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Offload/device-map loading failure and Qwen3 MoE training memory use are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging is unrelated to the Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TF/backend packaging, but they fail at different points and are not the same fix." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and symptoms: Video-LLaVA weight/temporal-attention issues versus Sam3Model text-encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture issues are unrelated to Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the `_is_hf_initialized` init_empty_weights issue." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but one is missing padding-mask support in MIMI and the other is NaNs from Gemma3 sliding-window all-padding cases." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal issues, but one is multi-image finetuning and the other is video position-id handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Export with `torch_compilable_check` and bf16 dtype mismatches are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is a v5 non-persistent buffer regression; the other is `ModelOutput` key assignment behavior." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point at the same Qwen2.5-VL vision/temporal position-id computation in 5.3.0; a single fix to `get_rope_index`/position-id handling could plausibly cover both still-image and video inputs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad v5 regressions, but one is `base_model_prefix` loading and the other custom model initialization; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation issue versus a PaddleOCR-VL loading regression." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model loading are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different code paths and reproduction conditions." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention `lm_head`, but one is missing weight tying and the other is inconsistent serialization depending on device." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` breakage is unrelated to bf16 dtype mismatches." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model/load failures: Qwen3MoE FP8 config versus Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The result is grounded in the packet and the only accepted soft edge (45325/45381) is plausibly the same Qwen2.5-VL position-id bug. The remaining pair judgments are conservative and do not overclaim sameness from the available titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "fbb9969745c4b7b12a6a03e3b445ee7748582ee78e51e8527031f09b3a134363", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive bucket: the items span unrelated bugs across loading, tokenization, multimodal processing, quantization/offload, training, and docs. I do not see any true duplicate pairs among the soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue; the items cover unrelated regressions and model-specific bugs, so picking one as a duplicate anchor would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the closest broad representative of the offloading/quantization subset, but it still does not represent the rest of the heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config-related, but one is an unexpected `_is_hf_initialized` arg in `init_empty_weights` while the other is strict config handling for `granite_speech`; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal models, but one is a video-input rope-index regression and the other is a device-map forward mismatch in Gemma4; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "`device mismatch` CPU offload vs `torch.export.export` failure with `torch_compilable_check` are unrelated mechanisms and fixes." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are different subsystems with different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers compatibility issue are not the same underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language model and Whisper failing on empty transcription are unrelated symptoms and code paths." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark `voice_preset` and progressive generation with `inputs_embeds/past_key_values` are different generation issues." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "A tokenizer-specific BOS/EOS regression and a broader wrong-token-IDs regression may look similar, but they affect different tokenizers and likely different fixes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation cache behavior and Qwen3 auto-device-map CUDA asserts are unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crashes and `torch.export` issues with `torch_compilable_check` are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "A model loading failure and a tokenizer loading failure for different models are not the same underlying problem." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC `from_latents` mismatch due to missing STE are unrelated code paths." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs example errors and Qwen2.5-VL iterable-dataset finetuning failure are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related crashes, but one is a Qwen3 auto-device-map CUDA assert and the other is a Gemma4 PLE forward mismatch; not mergeable as one fix." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying causing bad text generation and a torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one in streaming mask logic and a slow `convert_tokens_to_ids` regression are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask correctness and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Garbage generation from missing `lm_head` tying and a bfloat16 dtype mismatch in CI are different failure modes." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/quantization, but one is loading dequantized models with `device_map=auto` and the other is a broader quantization offloading issue; not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomalies and ineffective gradient checkpointing with PEFT LoRA do not share a concrete code path." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batching/padding-mask correctness in MIMI and Perceiver resolution interpolation are separate model behaviors." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A Llava Next load-time segfault and broken save/load for sinq-quantized models are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and failing to unwrap `text_config` for composite Qwen configs are unrelated config issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "LM head weight tying and BitNet packed-weight unpacking during accelerate loading are different mechanisms." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Temporal position scaling for Qwen2.5-VL video/image inputs and a token conversion speed regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are crashes during model use/loading, but Qwen3 auto device mapping and Llava Next segfaults are not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk initialization are different issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels package import failure are unrelated compatibility problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:42175|issue:46291", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:41720|issue:45161", + "issue:43525|issue:46291", + "issue:44671|issue:44743" + ], + "prepared_review_unit_hash": "9f27a507f5a8b0da3b324e55d810aa49ef830c962c3c5660d99c4bf47dce64fe", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are thematically related to Transformers bugs, but the soft pairs are not true duplicates: they usually share a broad subsystem (serve, offload, Qwen, serialization, etc.) while the concrete failure mode differs. I found no pair that looks like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the strongest single representative only because it is broad, active, and has the most signal around offloading/quantization regressions; the cluster itself is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate by activity and scope, but it still does not unify the cluster into one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Both are runtime failures, but one is about running 3d_parallel.py and the other is Qwen3Moe with FineGrainedFP8Config; different code paths and failure causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3-family generation problems, but one is device-mapping cudaErrorAssert and the other is flash-attention generation behavior; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization in v5, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; distinct defects." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated components and failure modes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is glm-4v-9b model loading and the other is tokenizer loading for a roberta model under transformers>=5; different root causes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both involve memory symptoms, but one is int4 CUDA reserved memory growth and the other is an apex RMSNorm leak in T5; not the same underlying issue." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization changes may be related in the abstract, but the reports do not describe the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the decoder and the other is missing text encoder weights during load; different fix targets." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer NER/padding crashes and dtype mismatches in inference are separate bugs in different layers." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer loss-signature compatibility is unrelated to Qwen3Moe FP8 loading/execution." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bugs are not the same as tokenization differences across versions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is mmap OOM on Strix Halo; not the same code-path problem." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and packed-weights unpacking in BitNet Accelerate loading are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied-weight serialization in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different issues." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in forward and the other is a device-mismatch during forward; different root causes." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Backend extras installation and kernels version/revision requirements are unrelated packaging/import problems." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping and a 3d_parallel.py failure do not describe the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve, but one is a string passed to .to in multimodal batching and the other is a missing _tokenizer on Gemma4Processor; distinct defects." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and CPU-offload device mismatch in bark-small are different execution paths." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch and Perceiver non-default-resolution failure both concern preprocessing, but not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crashes and OmDet-Turbo processor size mismatch are unrelated tokenizer/processor bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization changes across versions are too broad to be the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model loading with device_map=auto/offload are different model-loading issues." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both are file/path/save_pretrained related, but one is trust_remote_code cache path collision and the other is permissions propagation from source files; not duplicates." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility and kernels v0.15 import/version requirements are different dependency issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both touch Qwen/GPT-OSS scale models, but one is device-mapping crash and the other is tensor-parallel support; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id absence and kernels import requirements are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset in modular code are separate model-behavior bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44530", + "issue:44625", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:42915|issue:43322", + "issue:43540|issue:43782", + "issue:43526|issue:43881", + "issue:36331|issue:41720", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:45406|issue:45464", + "issue:44530|issue:46291", + "issue:41720|issue:43746", + "issue:44387|issue:45701", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:44625|issue:45479" + ], + "prepared_review_unit_hash": "f2d3a3a434485d2f030b806f78016a94236c46a78ddddde7a4a876efb5fb59f9", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly heterogeneous (tokenizers, multimodal loading, training, quantization, docs, and config regressions). None of the soft pairs look like the same underlying bug or a single mergeable PR change, so all candidate duplicates should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the set is too mixed, and the soft pairs do not point to one shared bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the closest pairs still differ in model, API surface, or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex/backend_tokenizer loading crash and the other is a Granite token-ID regression; different paths and fixes." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx after v5 are unrelated model/config bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both involve tokenizers, but one is LayoutLMv2 NER padding/truncation and the other is an MLuke task AttributeError; not the same failure." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processing and Granite AutoTokenizer token IDs are distinct tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config loading and Llava Next segfaults are unrelated multimodal/model-loading problems." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one fails in video processing and the other in from_pretrained with weight_only; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature handling and Qwen3 auto device-mapping CUDA assert are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are unrelated config issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer bugs, but one is slow/fast inconsistency and the other is a T5 special-tokens name clash; not mergeable." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label dropping and SAM3 text/bounding-box behavior are different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated image/audio processor issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading memory behavior and T5 apex RMSNorm memory leak are separate performance regressions." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different service paths." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and kernels version/revision import failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "int4 quantization OOM and version-dependent tokenization changes are not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Qwen3.5 visual encoder keys on save_pretrained and Sam3Model text encoder weights not loading are distinct save/load regressions." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch offloading and BigBirdTokenizer empty decode output are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config unwrapping text_config are different Qwen config/generation issues." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined names in multimodal video token counting are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and removed pipeline-task docs are documentation-level issues, not the same change." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention num_labels, but one is config propagation and the other is zero-loss classification behavior; different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44514|issue:44545", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:46032|issue:46463", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43421|issue:44186", + "issue:45663|issue:45923", + "issue:43531|issue:43645", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:43596|issue:44220" + ], + "prepared_review_unit_hash": "d0a423acdfe6f5fd1717a0e707e3d7cc9e2dd59c3d949df2f7e4544f67971ce3", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37114, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with two clear duplicate pairs standing out: 44514/44545 and 42886/44843. The Mistral-regex pair 45081/45356 should be rejected as related tokenizer regressions, not proven the same bug.", + "confidence": 0.69, + "canonical_issue_reason": "If one issue must anchor the cluster, 44545 is the best local canonical because it is an exact duplicate of 44514 and has slightly more inbound context; the set is otherwise mixed, so this is only a local choice.", + "canonical_pr_reason": null, + "best_issue_reason": "44545 is the strongest representative issue in the cluster because it sits in the clearest exact-duplicate pair (44514/44545) and is well-supported by the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and the packet does not show the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical title and symptom; these appear to be the same batched apply_chat_template crash." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs a Float8 storage TypeError." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver resize/interpolation vs dtype mismatch in inference." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Multimodal config unwrapping and CPU-offload incompatibility are different code-path problems." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "A post_init restriction on patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "An AddedToken keyword collision is unrelated to a model-specific tokenizer load failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but runtime special-token post-processing is not the same bug as save/load loss of custom token IDs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A training warning about tie_word_embeddings does not match a visual-encoder save_pretrained regression." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression and a PIL image processor dependency issue are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but the concrete failures are different models and different symptoms." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl embedding unpacking failure is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only load failure vs wrong vision_position_ids in video input." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are different issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer state, but the concrete bugs differ: runtime post-processor updates vs BigBird mask-token registration." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression; 44843 identifies the concrete _patch_mistral_regex model_info() call that breaks HF_HUB_OFFLINE." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache correctness and a T5 decoder-input error message are not the same issue." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A normalization memory leak is unrelated to Qwen3_5Moe CPU-offload behavior." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Auto device mapping cuda asserts and a T5 RMSNorm leak have no common underlying change." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer failures: special-token post-processing vs LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to a missing capability flag on Nemotron-3-Nano-Omni." + }, + { + "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:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions with different symptoms: SigLIP2 pipeline nonsense vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "They share the Mistral-regex area, but the packet does not prove the same underlying bug rather than two related tokenizer regressions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch plus quantization failure is not the same as general offloading with quantization." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "A ZeRO-3/BertModel indexing error is unrelated to _torch_extract_fbank_features()." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the conservative false/true calls are grounded, but one accepted edge looks overstated: issue:45081 vs issue:45356 share the general _patch_mistral_regex area, yet the packet does not show they are the same underlying bug rather than two related tokenizer regressions. Also, the canonical-issue rationale for 44545 leans on \u2018clearer report,\u2019 which is not directly supported by the packet. The cluster otherwise looks mixed, so I\u2019d reject on precision grounds." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294" + ], + "soft_pairs": [ + "issue:45356|issue:45907", + "issue:42915|issue:43746", + "issue:43540|issue:46294", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43335|issue:43756", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44448|issue:44671", + "issue:43950|issue:45987", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "e64bb15f430dbbbca7ef062e60531698feea6a1db2b8359a50bbdc4d6b87d614", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug or change; most are only loosely similar by subsystem or symptom. I\u2019d keep one broad, well-scoped regression issue as the cluster anchor, but there isn\u2019t a true duplicate group here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44843 is the cleanest representative bug report: it names a concrete code path (_patch_mistral_regex), has a specific failure mode, and is broadly actionable compared with the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest single issue to retain as a representative because it is a clear regression with a well-defined trigger and fix surface; the other issues are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hugging Face Hub list_repo_files forwarding; unrelated code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FP8 loading failure in Qwen3MoE vs GraniteSpeech PEFT local checkpoint loading; different models and failures." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input bugs, but one is Qwen3OmniMoe processing and the other is Qwen3.5 chat-template token/feature mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and a GenerationMixin import error are completely unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading vs DAC latent/STE mismatch; no shared underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration issue vs BitNet accelerate-loading issue; different subsystems." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs tokenizer-mapping add-new-model-like failure; not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/runtime issues, but one is SDPA/torch.compile on Bamba and the other is bfloat16 dtype mismatches in different models." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression vs Kosmos2.5 OCR index error; different underlying causes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression vs RTDetrV2 output differences; not the same code path." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg construction bug vs tokenizer load failure for a specific model; different failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "SDPA compile bug vs DAC from_latents/forward mismatch; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs Gemma 3n variable-name collision; different root causes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer NER/padding crash vs Perceiver non-default-resolution failure; different components." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR logic bug vs single-label loss degeneracy; both broad but distinct problems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault vs MPS histogram unsupported for Int; no shared bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window issue in Qwen3-MoE vs AutoConfig trust_remote_code field loss; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function family, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer config bug in SwitchTransformers vs Smollm3 RoPE-layer count mismatch; different model logic." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering last-batch label truncation vs Mamba2Mixer cache correctness; different layers and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Gemma 3n audio mask attribute collision; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code vs strict config blocking granite_speech loading; related theme, but not same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing vs CustomTrainer compute_loss signature mismatch; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs tokenizer loading failure for EMBEDDIA/est-roberta; different models and failures." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths; too broad to merge." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption vs StaticCache return-type contract violation; unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading failure vs template compilation TypeError; completely different areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:39692|issue:45834", + "issue:43540|issue:45381", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:44485|issue:44509", + "issue:43577|issue:43582", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43720|issue:45072", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:45372|issue:46326", + "issue:43582|issue:44857" + ], + "prepared_review_unit_hash": "9d506f9b9611996a35d59bb2c0332273e92772cf532b713bed0fe99d74bad671", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36616, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set across unrelated tokenizer, loading, vision/video, dtype, and docs regressions. The tokenizer pair (issue:28218, issue:29159) is only a soft similarity match, not a strong duplicate signal, so it should not be treated as a confirmed same-bug pair.", + "confidence": 0.31, + "canonical_issue_reason": "issue:28218 is the most concrete and symptom-specific tokenizer report; issue:29159 is broader and only loosely overlaps on tokenizer inconsistency.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative issue because it names the exact added-token spacing symptom directly and is more specific than the broader slow-vs-fast inconsistency report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and failures: dtype loading mismatch vs missing temporal attention/weight sharing in Video-LLaVA." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated problems: SigLIP2 docs example errors vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen models and different failure paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs AutoTokenizer loading failure for a specific tokenizer class." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL load-time weight_only error is not the same bug as Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is non-persistent buffers being filled incorrectly and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch under CPU offload is unrelated to dtype mismatch issues in bfloat16 inference." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression and Kosmos2.5 OCR index error are different model families and different failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs problem about pipeline support; the other is a model/pipeline output correctness bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and validations: Qwen3.5 video chat-template mismatch vs T5 decoder-input error message." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenization-related, but the packet only shows soft similarity and deterministic_accept=false; the overlap is not strong enough to call this the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and symptoms: Blip2 dtype initialization vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but 45020 is a broader umbrella and not clearly the same concrete regression." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type bug and return_tensors being ignored are unrelated API issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure for BitNet is unrelated to general dtype mismatch issues." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch is a different model bug than bfloat16 dtype mismatches." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as a broad tokenization-change report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about removed pipeline tasks in v5, but one is an error message and the other is stale docs, not one concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL loading error is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but FSDP CPU RAM loading and init_empty_weights argument handling are distinct code-path failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different model components and causes: Mistral regex patch crashes vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral tokenizer patching are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common-based processors, but one is an import dependency break and the other is continue_final_message behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the tokenizer pair. The packet only shows soft similarity between issue:28218 and issue:29159, and the pair is explicitly marked deterministic_accept=false. Calling it the only plausible duplicate pair / same tokenizer bug is too strong. The rest of the rejections look conservative, but the one accepted soft-edge verdict is not supported strongly enough by the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46209", + "issue:46285", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43906|issue:46209", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:34634|issue:36331", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43650|issue:43906", + "issue:43746|issue:44811", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:46421|issue:46424", + "issue:43531|issue:45042", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "802e0b2b064b96040519ef983ea3b73b04adab82651893daf4ee1368f12e0840", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36825, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share superficial vocabulary or broad subsystem overlap, but they describe different bugs, models, and code paths. I found no true duplicate PRs and rejected all soft edges. I chose the broad remote_code regression report as the best umbrella issue, but the cluster is not a clean duplicate set.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45020 is the broadest, most central user-facing regression in the set: recent Transformers versions breaking models that rely on `remote_code`. It is the closest thing to an umbrella issue here, though most other items are still distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the strongest generality and impact among the issues, making it the best representative/canonical anchor for this noisy cluster even though it does not subsume the others as true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated failures: an isolated reproduction of an older issue versus FP8 inference on B200." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio/DAC-related only at a very broad level; one is chat template sample-rate handling, the other is a DAC latent/STE mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different subsystems and failure modes: unsafe sys.modules access versus CLIP text model structure inconsistency." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different domains entirely: BarkProcessor voice preset versus Trainer.compute_loss signature change." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different image-processor bugs: BEiT label reduction versus RTDetrV2 output divergence." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug versus quantized model loading/fallback behavior." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Related warning theme, but not the same concrete bug: Qwen3-Next tied-weights miswarning versus Qwen3.5 LoRA warning/config advice." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/template issues: compile error on non-template nodes versus an incorrect model_max_length sentinel." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different concrete failures: a loading key error for MobileLLM versus a broad remote_code regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different code paths and products: BEiT label reduction versus MPS attention correctness." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: multimodal token counting/video path versus stale auto_mappings references." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different issues: missing Float8 storage object versus an image-processor torchvision dependency regression." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model-loading failures for different repositories and mechanisms." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training bugs: ZeRO-3 empty-index error versus evaluate() failing after train()." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "ADD THE DATA is not a substantive duplicate of the isolated reproduction report." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: PEFT local checkpoint loading versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: torch.compile with SDPA versus MXFP4 loading fallback." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Both touch audio/model generation only loosely; one is DAC latent mismatch, the other is DiaConfig token ID persistence." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes are different: int4 CUDA reserved memory growth versus Sam3Video memory pressure." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different compatibility issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different Qwen3-MoE problems: load/conversion under accelerate+deepspeed versus sliding_window logic." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs in unrelated paths: BitNet packed-weight loading versus OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/loading regressions for different architectures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different failure modes: zero probabilities in SigLIP2 versus an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and Trainer.compute_loss API mismatch are unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding_window logic versus PIL backend requiring torchvision." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "A documentation/example issue with model/processor mismatch and quantization failure is not the same as a specific MXFP4 loading regression." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different code paths and different failure consequences." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio processor issues, but sample-rate templating and Whisper decode behavior are separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43454|issue:43577", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:44568|issue:45488", + "issue:42175|issue:43824", + "issue:41720|issue:43540", + "issue:44062|issue:44991", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "020b54f38b82471e73a85432321c971106df420d75c2e9d8aefd671803c1befd", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35929, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; only one soft pair looks like the same video-input regression in the Qwen VL family. Everything else is too model-/path-specific to be treated as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes the broader v5.3.0 video-input regression across multiple Qwen VL/MoE variants, and issue:45381 appears to be a narrower instance of that same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue because it captures the shared regression across several affected models rather than one model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Different areas: local-path import warning vs Qwen3 MOE weight conversion." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE loading/conversion bug vs GPT-oss OOM; different failure mode." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is undefined helpers in token counting and the other is a broader video-input regression." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying vs BLIP2 dtype casting; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is not the same as AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-branch helpers vs batched video processor shape bug; different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting metric issue vs high perplexity on a model; no shared root cause." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token counter not updating." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but for different models and different tokenizer behaviors." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but different models and likely different failing code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading vs mmap OOM on Strix Halo; different problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight conversion vs Qwen3-VL shape mismatch; same family only at a high level." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 MOE FP8 config failure vs MobileLLM key error; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling vs image processor torchvision requirement; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MOE FP8 loading vs AutoImageProcessor URL loading; no shared bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression for one repo vs CLIPTokenizer max-length bug; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs a broad tokenization-version complaint; not the same concrete defect." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences vs Qwen3.5 save_pretrained key regression; different subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence vs GPT-oss MXFP4 load fallback; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3 MOE FP8 loading vs CLIPTokenizer model_max_length; not the same issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading bug vs Apple Silicon allocator TypeError; different paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model vs TrainerState token counter update; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions, but different root causes and model families; not mergeable into one fix." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing Qwen2.5-VL symbol import; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cuda assert vs video processing ValueError in Qwen3OmniMoe; different failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword duplication vs tokenizer loading for a specific model; different bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure vs tokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "45381 is a specific report of the same Qwen2.5-VL video-input regression described broadly in 44479; same code path and likely same fix." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing import error vs Llama 3.2 Vision model-loading breakage; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:44479 is clearly the broader v5.3.0 video-input regression report, and issue:45381 reads like a narrower report of the same Qwen VL video-position-id bug. The other soft-edge rejections are conservative based on the issue titles, with no obvious overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987", + "issue:46399", + "issue:46463", + "issue:46468" + ], + "soft_pairs": [ + "issue:45137|issue:45405", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:44737|issue:46463", + "issue:42175|issue:44488", + "issue:43577|issue:45072", + "issue:43493|issue:43994", + "issue:43906|issue:46468", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43526|issue:45479", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43582|issue:43782", + "issue:27957|issue:28282", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43756|issue:46399", + "issue:43906|issue:45381", + "issue:43756|issue:45325", + "issue:45823|issue:46463" + ], + "prepared_review_unit_hash": "79fb49bed28ae94aa2cea0178776bed5b13510fbbe76c9685fe56dd55d3346a9", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports across different models and subsystems. The only strong duplicate-like pair is the SigLIP2 implementation discrepancy vs the nonsensical-output report; the rest are too broad or target different code paths. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43493 is the best anchor: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, which is more root-cause-oriented than the symptom-focused 43994 report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the clearest representative of the only likely duplicate pair and is the most useful issue to keep as the canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError and a PEFT version bump are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but the model scope and failure details differ; not enough evidence of the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input failures with no clear shared code-path or identical symptom." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are different issues." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A MobileLLM key error and an init_empty_weights argument mismatch are distinct load-time bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different subsystems and bugs." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but the models and failure modes are different." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 decoder-input validation message are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend install extras issue and a specific model load failure are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatch, but different models and code paths make this too broad to merge." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and the symptom report aligns with the stated HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of an older issue and a broken Nemotron example are not demonstrably the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight-conversion failure and Smollm3 RoPE-layer dropping are unrelated model bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument handling is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image-processor label reduction and sequence-classification zero-loss behavior are different problems." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count bookkeeping and CustomTrainer compute_loss signature breakage are separate trainer issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken constructor duplication and Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load failure are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch for AutoModel are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "A tied lm_head weight bug and a StaticCache return-type contract bug are not the same change." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention sink-less-model crash are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A Janus image-generation test failure and a Phi-4 multimodal load failure are too different to treat as duplicates." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Qwen3.5 kernel-registration crash are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of an older issue and a Qwen2.5-VL video position-id bug do not clearly match." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position handling, but they affect different models and distinct failure mechanisms." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder validation messaging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly notes that there are no PRs, and it keeps the non-SigLIP2 pairs conservatively rejected. The accepted 43493/43994 pair is reasonably supported by the shared SigLIP2 context and the symptom/root-cause relationship, without overstating certainty. Canonical issue choice and overall framing are conservative and consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463" + ], + "soft_pairs": [ + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43697|issue:45216", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:30064|issue:33666", + "issue:43688|issue:43749", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:44361|issue:44442", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "2ae273d47742d6eeada63284c0e19ea7fd7e8ec75b628116495fa96398210539", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35423, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated issues across different models and code paths. I only see one plausible duplicate pair: the v5 tied-weights regression reports (44466/45005).", + "confidence": 0.74, + "canonical_issue_reason": "issue:44466 is the most concrete tied-weights report: it names the exact lm_head.weight serialization symptom, the v5 regression context, and the device-dependent behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative issue because it is the most specific, actionable description of the tied-weights bug and has the clearest regression framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and failures: image processor torchvision dependency vs Mistral regex tokenizer crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading errors, but they describe different concrete failures and likely different root causes." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "One is a gguf_file/from_pretrained regression; the other is a specific model-loading failure. No clear same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key serialization bug vs broad AutoTokenizer wrong-token-IDs regression; different code paths." + }, + { + "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-pin issue and removed-config CI breakage are unrelated maintenance problems." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Rotary_pct reload defaulting and rope-validation TypeError are different config bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; different models and mechanisms." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config fields, but one is generic trust_remote_code missing fields and the other is a specific strict-decorated config field drop." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetr output mismatch and Qwen3.5 save_pretrained corruption are distinct regressions." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight shape RuntimeError vs LayoutLMv3 error-message clarity; different issues entirely." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config-loading bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 model-load index error and trainer.evaluate-after-train failure do not share the same code path." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and quantized save/load breakage are different symptoms." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "One is a batched apply_chat_template crash; the other is wrong vision_position_ids in video input. Different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe v5 tied-weights regressions in translation-style models and plausibly stem from the same save/load serialization path." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file/from_pretrained breakage and unconditional model_info() in offline mode are distinct tokenizer-loading bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU-efficient loading are different training/loading issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import detection failure and NoneType GPU broadcast error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and failures; no shared underlying bug is evident." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer API regression and Kimi-K2.5 codec handling regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft pair, 44466/45005, is plausibly the same tied-weights serialization regression; the rest are reasonably treated as unrelated based on their titles and described failure modes. The summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46170", + "issue:46178", + "issue:46402" + ], + "soft_pairs": [ + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44484|issue:44704", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43646|issue:43749", + "issue:43531|issue:43742", + "issue:44514|issue:45290", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:43688|issue:45704", + "issue:45491|issue:46002", + "issue:43756|issue:46402", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43643|issue:44561", + "issue:44464|issue:44977", + "issue:32090|issue:34567", + "issue:41720|issue:44464" + ], + "prepared_review_unit_hash": "ccdfd091da38a4874a1c748820d9c2297e5a1ce13eb1e275288bcd97025054df", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, trainer, multimodal, MoE, config, and loading regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If a representative issue is required, #43646 is the broadest v5-regression report in the set; otherwise there is no true canonical duplicate for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the closest umbrella representative because it describes a broad Transformers 5.0 regression affecting custom model initialization, which is more general than the other very specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure domains: Gemma processor loading/import dependency vs Windows ROCm torch.distributed import/type error." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different concrete failures." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 device-map forward mismatch; unrelated code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor.tokenizer/image-handling regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage is not the same bug as Blip2 dtype remaining float32." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend/TF issues, but they are different backend resolution failures with different triggers." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error is unrelated to XLMRoberta Flash Attention 2." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and MacOS bus error on CLIP are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Model dtype loading bug vs RTDetrV2 output divergence are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token behaviors on different models; not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in tokenizer patch is unrelated to est-roberta tokenizer loading failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but one is compiled-forward inconsistency and the other is cache reset logic in a different model." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as a key error when loading MobileLLM-125M." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different crashes: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is different from DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug and DiaConfig custom token-ID loss are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the model, locus, and root cause are different." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same bug as custom token IDs being lost on save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to broad tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Compiler/SDPA model failure and tokenizer AttributeError are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants is distinct from num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is different from the removed is_torch_fx_available regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are unrelated trainer bugs." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 is a different failure than chunked generation inconsistency under compilation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:44977|issue:46209", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:33666|issue:36010", + "issue:43577|issue:44554", + "issue:44466|issue:46050", + "issue:43742|issue:44821", + "issue:43577|issue:45588", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:45823|issue:46050", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844" + ], + "prepared_review_unit_hash": "8577d56ef3334bb1a421eae8a43c9d3e307adc7a6ca6ef6331357cdbf447c423", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37728, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate; most are unrelated bugs across different models, processors, or runtime paths. If a single issue must anchor the cluster, `issue:45812` is the strongest standalone regression, but the set is not one coherent duplicate group.", + "confidence": 0.87, + "canonical_issue_reason": "`issue:45812` is the clearest high-impact core regression here: broad `AutoTokenizer` token-id breakage across Granite models with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45812` is the best representative issue because it is concrete, user-facing, and broader in impact than the other standalone reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention generation vs FP8 inference failure on B200." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: legacy-field model loading vs BitNet packed-weight unpacking during accelerate load." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated failures: BEiT preset loading vs Bamba torch.compile SDPA issue." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both involve training, but the error types and affected models are different." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy config-field load bug is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: multi-GPU training vs import-time `GenerationMixin` regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different bugs: BLIP2 dtype casting vs MPS attention correctness when head dims differ." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load related, but one is tied-weight serialization and the other is quantization persistence." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading a causal LM vs loading an image processor from URL are separate problems." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype mismatch is unrelated to flash-attention crashing on `s_aux=None`." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and DiaConfig token-id persistence bug are different underlying issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor/tokenizer API regression are distinct." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to `Trainer` import failing with datasets installed." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Generic `from_pretrained`/gguf breakage is not the same as the ScandiBERT load failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to config token-id loss after save/load." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different issues: Gemma4 device placement during forward vs sinq quantization persistence." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is separate from FP8 inference on B200." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Distributed training setup issue and custom-trainer signature mismatch are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 correctness regression and `return_tensors` handling bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as auxiliary-loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different failures." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme, but different configs and attributes (`pad_token_id` vs `pad_token_idx`) and no shared concrete code path." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation bug is distinct from NaNs in classification heads." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline error-message regression are different issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and unreleased dependency version bump are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example error set and the other is an implementation discrepancy." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states bug and incorrect visual-encoder key serialization are separate regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for a specific model is not the same as offline-mode breakage in `_patch_mistral_regex`." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Evaluation dtype mismatch is unrelated to ZeRO-3 gradient growth." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44464|issue:46424", + "issue:33357|issue:33666", + "issue:43334|issue:43572", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:43278|issue:43701", + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:44792|issue:45405", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:43065|issue:46369", + "issue:29942|issue:30333", + "issue:44423|issue:44734", + "issue:28218|issue:34567", + "issue:43844|issue:44964" + ], + "prepared_review_unit_hash": "7a5fe53595152d89b7446c86d6183ebfbd0b2447746b81219dc1a8921dc40bdf", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36341, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated issue reports. The soft pairs share broad themes (v5 regressions, multimodal/Qwen, device/offload, quantization, tokenizer/config) but not the same concrete bug or fix path, so none should be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a Gemma4 token-id defaulting bug; the other is a Gemma4 multi-GPU CUDA OOM. Same model family, different failure mode and fix." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different symptoms: video input validation vs flash-attention generation behavior." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model init and the other is tied-weight serialization differing by device. Not the same code-path bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency is unrelated to cache max length being honored only for quantized cache." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated topics: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields after v5, but one is Qwen3-VL pad_token_id and the other StableLmConfig pad_token_idx; different models and likely different fixes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a missing model class is unrelated to a Float8 storage lookup failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is accelerate+deepspeed conversion and the other is model loading in dev. Not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different low-level failures: Float8 storage object lookup vs Python 3.13 flash_attn import_utils KeyError." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Saving/loading custom token IDs and MLuke task AttributeError are unrelated tokenizer issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading in Beit and CPU offload device mismatch in bark-small are separate bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal config handling, but one is missing pad_token_id and the other is from_config failing to unwrap text_config. Different concrete failure paths." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 device-scale issues, but one is OOM and the other is a forward device mismatch. Not mergeable as one fix." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B TP OOM is unrelated to a dependency version bump for peft." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx after v5 and unexpected _is_hf_initialized argument during init_empty_weights are different initialization regressions." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key with position id and CLIP text model structure drift are both serialization/structure topics, but not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch does not match a stale CI test failure in GraniteSpeech." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs via AutoModel/pipeline and unexpected position-id keys are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load breakage are related only at a broad level; different code paths and fixes." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less crash and sinq persistence breakage are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same underlying bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job status reporting are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve/runtime crashes, but one is a multimodal .to() type error and the other is KV-cache continuation tensor indexing. Different fixes." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer extra-space behavior and TrainerState token counting are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different bugs with no shared concrete failure path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:15354", + "issue:29159", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:43493|issue:43701", + "issue:44521|issue:45290", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:37428|issue:43824", + "issue:43950|issue:46285" + ], + "prepared_review_unit_hash": "fe0ef5677431d33bbb91e03702472eb6eba3a1631232d5a0a30f78d58e11be20", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not duplicates of one another; they span unrelated bugs across tokenizers, generation, model loading, video processing, quantization, and backend/import errors. The soft-similarity matches are mostly keyword overlap rather than the same underlying defect.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set: the issues describe different code paths and failure modes, so selecting one would misrepresent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate is suitable as a cluster representative because the set is heterogeneous and lacks a shared underlying bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning vs CUDA out-of-memory on GPT-oss; unrelated failures." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer behavior mismatch vs Trainer GPU broadcast NoneType error; different subsystems." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor `_tokenizer` attribute crash vs rope-validation list type error; unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile error vs flash_attn import backend KeyError; different issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs PyTorch version check bug in flex_attention; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export problem vs unexpected zero probabilities in SigLIP2; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing ValueError vs Gemma4 multimodal token-type defaulting; different code paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids default vs PLE device mismatch in forward; not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs and the other is tool-call/no-content crash; different bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import symbol error vs meta-device loading regression; unrelated loading issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 output_hidden_states bug; different generation paths." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/padding vs return_tensors being ignored when text_kwargs is passed; different tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch in forward vs return_tensors argument handling; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression in custom code vs batched video processor shape bug; different models and failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression vs OmDet-Turbo processor size mismatch; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading behavior; not the same issue." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs Kimi-K2.5 tokenizer regression; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example errors vs return_tensors being ignored; docs and API behavior mismatch, not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs model loading failure for physical-intelligence/fast; unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 vs tensorflow_text backend mapping error; different import paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs meta-device model loading breakage; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile SDPA bug vs gradient inflation under ZeRO-3; different training/runtime problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights vs LoRA merge collapse with extended vocab; superficially about weights, but different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: flash_attention_utils symbol missing vs Qwen2.5-VL class not exported." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained vs CLIP text model structure inconsistency; unrelated 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": 21, + "review_unit_index": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:42490|issue:43493", + "issue:43334|issue:43525", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:41720|issue:46209", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:45290|issue:46326", + "issue:45759|issue:46285", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:44514|issue:44521", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43819|issue:45083" + ], + "prepared_review_unit_hash": "6ab3ade510014d84db88412c7830e43e8747b498ae2faa55fc5b29148701177e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenizers, multimodal chat templates, model configs, processors, and training/runtime edge cases. The soft-similarity links all look like false positives; the closest thing to a representative anchor is the active multimodal chat_template bug (#44521), but it does not unify the rest of the set.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the strongest representative anchor: it has the most engagement/references and is a concrete, active multimodal chat_template bug. That said, the surrounding items are largely unrelated, so it should only serve as a loose anchor, not a duplicate bucket for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the most suitable global issue anchor because it is substantive, currently open, and has the highest signal for user impact within this mixed set. It is still only a representative issue, not a true canonical duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver interpolation failure vs RT-DETR memory release leak." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and Qwen2 large-model OOM are unrelated runtime issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults vs Qwen2.5-VL temporal position_id scaling are distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Import warning for local-path loading is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they involve different model/config classes and likely different fixes." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric-gathering tuple handling and Beit label reduction are separate data-processing bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but zero probabilities vs HF/JAX discrepancy are not clearly the same concrete defect." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift in evaluate is not the same as Qwen3 MoE memory usage during training." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Label reduction bug and return_tensors being ignored are different API mistakes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-test failure are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated processor bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability output and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import-key handling and Windows ROCm torch.distributed dependency issues are distinct." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is tool-call/no-content tokenization and the other is continue_final_message behavior; not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different architectural issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and AMP/CUDA loss crash are not the same underlying defect." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are separate import_utils regressions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents/STE mismatch is unrelated to the GraniteSpeech CI device override test." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template in multimodal Qwen2.5-VL, but one is a batching crash and the other is all-zero assistant masks; not enough evidence they are the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different API removals and should not be merged." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latents mismatch and qwen3_omni_moe helper-length behavior are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46402" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:43278|issue:43825", + "issue:44206|issue:45823", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:45588|issue:45859", + "issue:45290|issue:45381", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45459|issue:46234", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:39692|issue:44493", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "8a5fa7d97a2d62b4d0ef9702e03135f880efb486924f1a0e31a1940f63016b64", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37210, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "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 different models, regressions, and feature areas. Only one soft edge looks like a true duplicate: the two reports of the same Qwen3.5 MoE from_pretrained regression in transformers>=5.4.0.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it matches issue:45478 exactly on the same Qwen3.5 Moe from_pretrained error in transformers>=5.4.0, and it is the earlier report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative for the cluster because it is an exact duplicate pair with issue:45478 and has the cleaner, earlier bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are model/loss failures, but they describe different code paths and failure modes: AMP/CUDA crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and bugs: a SwitchTransformers config edge case versus Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both concern loading, but one is a base_model_prefix regression and the other is Sam3 text encoder weights not loading; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different underlying problems: CPU offload device mismatch in bark-small versus a qwen3_omni_moe helper function behavior issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing import symbol, the other is a broad Torch 2.10 incompatibility; related theme, not the same defect." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are output/behavior regressions, but they involve different models and different logic paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse layer creation and BigBirdTokenizer special-token decode are unrelated bugs." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different components and symptoms: Gemma4 mm_token_type_ids defaulting versus flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied embeddings collapse and category-count overflow are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure and a GraniteSpeech CI test stale device override are not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/IndentationError in DebertaV2Model versus qwen3_omni_moe length helper behavior; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but the missing _flash_supports_window_size symbol is not the same as missing HybridCache." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch and unexpected position id keys are different functional regressions." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Beit pretrained legacy-field loading are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and pipeline translation-support messaging are different issues." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Error-message clarity for layoutlmv3 boxes is not the same as the Trainer broadcast NoneType crash." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash/offload behavior, but one is an AttributeError on s_aux=None and the other is CPU offload incompatibility in a rotary embedding." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL vision_position_ids issue are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech CI device override are not the same failure." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling with protobuf missing and a missing import_utils availability helper are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different regressions: Pegasus output drift vs Deepseek tokenizer correctness." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same reported bug: transformers>=5.4.0 Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale-device CI failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test load failure are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are the only clearly exact duplicate pair, and choosing the earlier 45310 as canonical is supported. The remaining soft-edge verdicts are conservative and stay within what can be inferred from the titles; no pair is overstated as a duplicate or same bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:28218|issue:32090", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:44561|issue:44779", + "issue:10000|issue:15354", + "issue:37428|issue:44987", + "issue:27957|issue:34689", + "issue:43278|issue:43329", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "05164501a961d68bd153844bbeacc4a381cde8e39d93a96db2f154afcb2ee06d", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the items span many unrelated bugs, regressions, and model-specific failures. The soft-similarity pairs mostly share buzzwords or subsystems, but they describe different code paths and symptoms, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the candidate pairs are only textually similar, not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 is the strongest standalone issue to use as a representative report: it describes a broad, reproducible tokenizer regression affecting multiple models and has inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across many models vs. `return_tensors` being ignored when `text_kwargs` is passed; different API behaviors and failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "`LwDetrImageLoss` fp16/CUDA crash vs dtype mismatches in `SwitchTransformers`/`TimmWrapperModel` bfloat16 inference; unrelated modules." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "`siglip2` zero probabilities vs unexpected position-id key warnings across models; different symptom and likely cause." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space bug vs Trainer `_gpu_broadcast_one` NoneType error; unrelated code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs `BeitImageProcessorFast.reduce_labels` returning one label; different subsystems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs Qwen3.5 flash-attention generation crash; different model families and bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch on resume vs qwen3_omni_moe feature-length helper bug; unrelated behaviors." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure vs Gemma4 multi-GPU CUDA OOM; different failure modes and code paths." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint load failure vs FP8 inference on B200; no shared underlying defect." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "`_gpu_broadcast_one` NoneType TypeError vs MacOS bus error with a CLIP model; different platforms and root causes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs token-embedding resize reinitializing output embeddings; separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs qwen3_omni_moe helper-function bug; unrelated model/runtime issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 `@torch.jit.script` parsing/IndentationError vs missing decorator causing Qwen3.5 rotary registration error; superficially script-related but not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning for local paths with trailing slash vs OOM loading `Qwen2-57B-A14B-Instruct` with tensor parallelism; different problem class." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load vs wrong custom module loaded after `save_pretrained`; both involve serialization, but they affect different mechanisms." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` breaking `trust_remote_code` vs Deepseek tokenizer regression in v5; unrelated API and tokenizer issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue vs GeneratorExp not supported by `torch.jit.script` while exporting ViT; no common underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import vs failure loading `physical-intelligence/fast`; different import/runtime causes." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs model loading broken for Llama 3.2 90B Vision Instruct; different models and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype changes from BF16 to FP32 in eval vs undefined helper names in video token counting; unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading not working as expected vs Gemma4 multi-GPU OOM; both memory-related, but not the same defect." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "`LwDetrImageLoss` fp16/CUDA crash vs `flash_attention.py` crashing on `s_aux=None`; distinct code paths." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping `cudaErrorAssert` vs Gemma4 multi-GPU OOM; different model-specific failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer failing to add BOS/EOS with `add_special_tokens=True` vs Gemma3 NaN embeddings from sliding-window attention; tokenizer vs attention bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation crash vs stale `num_return_sequences` warning in paged generate; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype regression vs gradient checkpointing being disallowed in eval mode; unrelated behavior." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "`ReasoningEffort` import failure for Gemma 4 processor loading vs `flash_attention.py` AttributeError on `s_aux=None`; different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "`flash_attention.py` `s_aux=None` crash vs Gemma4 PLE device mismatch with `device_map='auto'`; distinct bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output differences vs device-dependent `lm_head.weight` serialization; both version-related, but not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:43412|issue:45588", + "issue:25251|issue:32090", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43065|issue:45412", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:43066|issue:44462", + "issue:45459|issue:45712", + "issue:42915|issue:42994", + "issue:43278|issue:43575", + "issue:45412|issue:46369", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "2cb5259acb03ecfbc896aad9a09b3bb16291ae191eadd5e0d329d3b3bb325cdd", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36616, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue candidates. Several share broad themes like Gemma, tokenizer, quantization, or memory behavior, but none of the soft pairs look like the same concrete bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43873 is the broadest and most active representative in the set (open, multiple inbound refs, substantial discussion) even though there is no clear duplicate issue to canonize against.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the strongest global representative because it has the most discussion and a broadly actionable runtime/quantization scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: Python/version compatibility vs a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an ImportError during processor loading and the other is a serve-time AttributeError for a missing tokenizer field." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: executorch export vs flash_attention integration crashing on sink-less models." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer NoneType broadcast failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both touch input processing, but one is save/tokenization failure in Wav2Vec2 and the other is a bare-except bug swallowing errors in Fuyu tensor conversion." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token decode bug is unrelated to Qwen recurrent-state caching behavior." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Categories-limit RuntimeError and stale generate warning are different issues with no shared failure path." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as Deepspeed Adafactor OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failure modes; no shared code bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading is not the same as a SigLIP2 doc example/model-processor mismatch." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory release/GC behavior." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video regression." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy layer cleanup and SigLIP2 nonsense outputs are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to rope-validation list handling." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different model-specific issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking due to missing protobuf is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "One is FP8 config loading for Qwen3Moe; the other is saving quantized models. Different lifecycle stages and failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM on Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but RT-DETR GC leakage and Sam3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FlashAttention 2 test failures are unrelated to void segmentation-map processing." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference nonsense and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenizer/save_pretrained bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-control issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:42915|issue:43931", + "issue:43761|issue:45859", + "issue:43526|issue:44857", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:27957|issue:29127", + "issue:44743|issue:44811", + "issue:27957|issue:33290", + "issue:43452|issue:45588", + "issue:33290|issue:34689", + "issue:44062|issue:45907" + ], + "prepared_review_unit_hash": "1efeff33695d7ff2f23d4867eccd36d323767c7622ec6ca8e8f07aa62242f873", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35435, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs that only share broad Transformers vocabulary (models, tokenizers, attention, loading, OOM, etc.). I rejected every soft edge because the artifacts do not describe the same underlying defect or fixable 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:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing bug vs Gemma3 NaN embeddings under sliding-window/all-padding; different subsystems and failure modes." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "One is XLM-RoBERTa Flash Attention 2 support, the other is failing FA2 tests; related area but not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation clarity issue vs MacOS bus error loading a CLIP model; unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary loss behavior; different models and defects." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs vs SAM3 LiteText memory overflow; not the same code path." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long OCR index error; different processors and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error vs a generic dependency issue; no shared concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer NER/padding crash; unrelated tokenizer/processor bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error message concern vs token-embedding resize/post_init reinitialization bug; different functionality." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs Whisper empty-transcription generation failure; different models and paths." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B vs resume_from_checkpoint key mismatch; unrelated training/loading problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in bf16 inference; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning for local path with trailing slash vs gradient checkpointing in eval mode; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is TP load OOM for a specific Qwen model and the other is increased reserved memory under int4 quantization; different causes." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch; distinct model/config issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU offload incompatibility; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP/CUDA crash; different components." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError from JSON-loaded list vs missing decorator for apply_rotary_pos_emb registration; unrelated implementation bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config vs sliding_window issue in Qwen3-MoE; different config fields and failures." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 vs category-count RuntimeError; no shared code path." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention; distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs LasrFeatureExtractor unsupported center argument; unrelated audio-processing issues." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa vs LayoutLMv3 error-message clarity for box inputs; different models and concerns." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug in modular code vs Whisper processor batch_decode skip_special_tokens issue; unrelated model/processor behavior." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 support issue vs Adafactor/deepspeed OOM; no overlap beyond generic training/inference context." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file breaks model/tokenizer loading vs flash_attention.py crash on s_aux=None; different failure sites and causes." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM in deepspeed vs Llama 3.2 Vision model-loading breakage; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication vs list_repo_files missing revision forwarding; different APIs and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46421" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43761|issue:44079", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44987|issue:46178", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:44464|issue:46421", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44479|issue:45290", + "issue:44855|issue:45137", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "963ef6f5507d8652eaf1d32882820023aaa10f326458ff839c3204f81b56841f", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose set of Transformers loading/config/runtime regressions, not a tight duplicate set. Most pairs share a broad subsystem theme but not the same concrete bug, so they should stay separate.", + "confidence": 0.45, + "canonical_issue_reason": "Issue 45698 is the broadest representative of the cluster\u2019s recurring loading/save regressions around custom modules and model reconstruction, and it has the strongest cross-references among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single issue to anchor this cluster because it captures the most generic and reusable failure mode in the set: incorrect restoration/loading behavior after save_pretrained.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model initialization semantics, but one is a general v5 custom-model init break and the other is a patchtsmixer-specific post_init policy change." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "One is DeepSpeed+Adafactor OOM, the other is embedding reinitialization after resize; different symptoms and code paths." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in optimizer/deepspeed is unrelated to TrainerState token counting." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure for one tokenizer is unrelated to Perceiver image classification at non-default resolution." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety in modeling_utils is a generic import bug, while DeepseekV3MoE divergence is a model implementation mismatch." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated defects." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path import warnings do not share the same underlying bug as recurrent-state resets with cache." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API discrepancies, but they concern different models and different missing/extra attributes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend installation extras and a missing import-utils availability helper are different package/internals issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Missing hidden_states in CLIPVisionModel.forward is not the same as ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they target different mechanisms: a specific Llama vision model break versus base_model_prefix handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and a tokenizer class loading failure are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3.5 save_pretrained regression are different failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states omission is not the same as attention-kernel divergence from torch.compile branching." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A post_init restriction on one architecture is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are separate concerns." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model under transformers>=5.1.0 is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing for one tokenizer class is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs with compiled forward are not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and a specific Qwen VL shape mismatch are distinct loading regressions." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is a Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression in Qwen VL models is unrelated to chat template crashes with tool-call assistant messages." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "A Python 3.13 import/parser issue in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized custom model type during from_pretrained." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43650|issue:46202", + "issue:43606|issue:43701", + "issue:45632|issue:46424", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:16998|issue:22355", + "issue:27957|issue:32090", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44610|issue:46369", + "issue:43065|issue:44617", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:44871|issue:45584", + "issue:43404|issue:43441", + "issue:44077|issue:44534", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "f1659f8de8df7867936481c469c92f7589b983a35567cb6ea60cef600062b165", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35731, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive grouping of unrelated Transformers issues that only share broad terms like v5 regressions, configs, pipelines, caching, or model loading. None of the soft pairs look like the same underlying bug/change, and there are no PRs in the set.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43646 is the broadest and most central framework-level regression in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most suitable global issue anchor because it describes a general initialization regression rather than a narrow model-specific symptom, making it the most reusable triage target among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a trust_remote_code field-loss bug and the other is a GPTNeoX rotary_pct reload regression; different code paths and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a processor/tokenizer regression in v4.57.5, the other is an error-message issue about translation support in v5; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure for Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape bug and missing PyTorch ImportError are completely different issues." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder \u201cADD THE DATA\u201d issue is not the same as a Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length being honored only for quantized cache; different defects." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tp are different failures." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on large-model tensor-parallel loading is unrelated to a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom-model processor/tokenizer regression is not the same as Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are separate model-family issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a Sam3Video OOM." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig and strict config rejection for granite_speech do not describe the same change." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched apply_chat_template crash are different processor paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Missing lm_head weight tying in Mistral3ForConditionalGeneration is a different bug from FlashAttention failure in Ministral-3." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "An invalid optional post_init allowance in patchtsmixer is unrelated to non-persistent buffer junk initialization." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to an import failure for Trainer caused by datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage affecting workflows and a failed janus image-generation test are not the same underlying issue." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to Windows/ROCm import errors around torch.distributed." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different defects." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id configuration inconsistency is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers v5 custom-initialization regression does not match a GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking tokenizer/model loading and an unrecognized model lacking model_type are related to loading, but not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models 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": 21, + "review_unit_index": 33, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43388", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46178", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:45381|issue:46369", + "issue:44792|issue:44977", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:44792|issue:45600", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "94429201ffecca6b2cc260888ab4dd95f2d61634944d9c3ee7015b7568d53c71", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36132, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues with some superficial thematic overlap around generation/cache, config loading, and multimodal regressions. None of the soft pairs look like the same underlying bug/change; they share broad subsystem vocabulary but not the same concrete failing code path.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43673 is the best representative of the cluster\u2019s recurring generation/cache theme: it is a concrete v5.0.0 cache regression with a clear symptom and code-path focus, and several nearby items are also generation/cache-related even if they are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43673 is the most suitable single issue to stand in for this set because it is specific, well-scoped, and closest to the most repeated topic in the cluster (generation/cache behavior in v5).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both mention label/loss handling, but one is gather_for_metrics batch truncation and the other is auxiliary-loss normalization; different layers and different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA/extended-vocab collapse with tied embeddings; the other is Gemma 4 mm_token_type_ids defaulting. No shared code path." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve caching, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5 with seq_len>1. Different mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: StableLmConfig missing pad_token_idx versus backend registration for tensorflow_text." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Both are memory/generation-related at a high level, but Sam3Video OOM and Whisper empty-transcription failure are separate code paths and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field preset loading for BEiT semantic segmentation is not the same problem as from_pretrained restoring the wrong custom module after save_pretrained." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and missing is_falcon_mamba_ssm_available are distinct import/backend issues." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both are cache/chunked-prefill themed, but one is a missing cache in v5.0.0 while the other is lazy cache init causing recompilation. Not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "pad_token_id missing on Llama4Config and sliding_window issues in Qwen3-MoE are different config regressions." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids corruption is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation issue do not appear to be the same defect." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale num_return_sequences warning and Whisper empty-transcription failure are different generation issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and load-balancing loss omission are separate model behaviors." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Failed janus image test versus auto_mappings stale Sam3LiteText references; different areas and fixes." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are both model-loading related but not the same concrete mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers filled with junk and GPTNeoX rotary_pct reload regression are distinct state/config bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resizing/post_init reinit is unrelated to slash-path import warnings." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL models is not the same as serve KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs with AutoModel/pipeline are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "cudaErrorAssert in Qwen3 auto device mapping and the 2^24 category limit are unrelated runtime errors." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are different model-specific bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3-related, but one is video OOM and the other is LiteText memory overflow; different models and failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5-35B chat crash are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and a stale paged-generate warning are not the same issue." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for qwen2.5-vl video inputs are different multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421" + ], + "soft_pairs": [ + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44462|issue:45907", + "issue:25251|issue:27957", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:36246|issue:41628", + "issue:45632|issue:46421", + "issue:46082|issue:46121", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:42175|issue:44279", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44246|issue:45003", + "issue:44186|issue:44734", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "5523d121e4a52fab4b82c926ca6cf61ab436fe2187d39ce0404767eed488c75c", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35358, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous. The soft-similarity links mostly connect superficially similar Transformers issues, but they are different bugs across imports, configs, pipelines, CI, and model-specific regressions. I would not merge any of the proposed pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41628 is the closest broad representative because it concerns an import/export regression, which is one of the few themes that recurs in this cluster. That said, the cluster is too mixed to treat it as a safe true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "41628 is the best overall representative only in a loose sense: it is the broadest, most central import-surface issue among the items. It is still not a good global canonical for the whole cluster because the rest of the issues are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization vs GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated failures: package/version compatibility vs Python 3.13 JIT parsing of DebertaV2." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths: SDPA/torch.compile model failure vs local dataset loading in an image-classification script." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting vs XLMRoberta Flash Attention 2; unrelated behaviors." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but they target different models and different validation rules." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different regression scopes: LoRA/tied embeddings collapse vs incorrect Qwen3.5 visual encoder checkpoint keys." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both involve multimodal inference, but one is video input processing in Qwen3OmniMoe and the other is KV-cache continuation indexing in serve." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different places: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs a dataset-loading example script issue." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "One is CPU-side tensor creation in XLNet; the other is a bare-except error swallowing bug in FuyuBatchFeature." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different examples and symptoms: multi-label classification empty outputs vs local dataset loading failure." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression vs Gemma4 embedding resize not propagating; different subsystems." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation bug is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs missing TensorFlow backend dependency exposure." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing submodule symbol and the other is a top-level export/import failure; not the same concrete bug." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Local cache-path collision is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and RoPE ignore-key parsing are different config-validation issues." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error vs Whisper generation on empty transcription; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific backend-install problem vs a vague dependency issue; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules and symbols." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug vs a notebook syntax error." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER/padding vs serve KV-cache indexing; unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is compiled flex_attention failing on torch>=2.9 and the other is a version-check/import guard for AuxRequest." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription handling are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:35141", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:44016|issue:44220", + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:46123|issue:46369", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:45372|issue:46234", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399" + ], + "prepared_review_unit_hash": "41601c09d15558c1101158985c156666a6e93de6875cf81377b92bcb7c7d0019", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37406, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft pairs share broad Transformers themes, but not the same underlying bug or code path. I would not merge any of the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is the strongest anchor: a concrete, user-facing model-loading regression with clear impact and broad reproducibility. That said, the overall set is noisy and does not form one real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best single issue to represent the cluster because it is specific, high-signal, and actionable; it is the clearest example of the kind of regression represented here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a missing GenerationMixin cache in chunked prefill while the other is max_cache_length handling for quantized cache only; different bugs and code paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap beyond generic failure reports; these concern unrelated topics and different components." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model-loading regressions, but one is a specific Phi-4 multimodal load failure and the other is auto_mappings referencing removed Sam3LiteText configs; different root causes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is not the same as an unrecognized model/config missing model_type; related area, different failures." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash loading vs Phi-4 multimodal load regression. Not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test issue is unrelated to a Phi-4 model-loading regression." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention support for XLMRoberta is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they affect different model families and different fields/default handling." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch finalization bug is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral-family/FlashAttention mentions, but one is save-pretrained on dequantized models and the other is a flash-attention loading crash; not the same code path." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is unrelated to auto_mappings cleanup." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python version compatibility problem is not the same as a specific model-load failure for physical-intelligence/fast." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tokenizer/embedding-like behavior, but one is a processor regression and the other is resize_token_embeddings not updating decoder.embed_tokens; different mechanisms." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch dependency import error is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading and PIL image processor torchvision dependency are different issues." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-specific load failure and the other is a sink-less flash_attention AttributeError on s_aux=None; different failures." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing dependency/import problems in different subsystems; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading breakage and Qwen3.5 save_pretrained regression are distinct model/version issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in generation is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length behavior." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility and a generic dependency issue are not the same root cause." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary loss handling." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "A missing class import and a nonexistent import from image_utils are different API breakages." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for pipeline scores is unrelated to model config loading failure." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma embedding resize and Whisper empty transcription after align_special_tokens are different tokenizer/model bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Generic unrecognized model/config and Qwen multimodal text_config unwrapping are distinct auto-model problems." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD arguments not used is unrelated to a tie_word_embeddings warning during fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama head_dim validation and Qwen3.5 apply_rotary_pos_emb registration crash are different model/config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:43650|issue:46132", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "8599896de06695f65cebcfef329568bc7d5519bcb5ab0159c0fad2d082a82543", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35557, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly a heterogeneous grab-bag of tokenizer, processor, multimodal, config, CI, and documentation regressions. The soft pairs share broad themes, but I don\u2019t see two artifacts in any pair describing the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is too heterogeneous, and the overlapping titles reflect broad subsystem similarity rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; any single issue would be arbitrary because the set spans unrelated failure modes and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Completely unrelated: placeholder data report vs FP8/B200 inference failure." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different bugs: auto-docstring annotation handling vs Gemma 4 processor import failure." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Separate training issues: router/load-balancing loss vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Only vaguely dependency-related; transformers compatibility issue is not the same as an unreleased peft version bump." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated model failures: SigLIP2 zero probabilities vs Sam3Video OOM." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but different model families and likely different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression is distinct from Deepseek tokenization output changes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both Qwen multimodal issues, but loading failure and save_pretrained key serialization are different bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Import-related, but one missing symbol and the other a broad import-error report are not the same concrete defect." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal logic: assistant_masks bug vs rope_index temporal position scaling." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to remote_code breakage." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both docs issues, but they concern different examples and behaviors." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "No shared bug: image-processor lookup in video pipeline vs Gemma4 device placement mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems entirely: flex_attention compilation vs TensorFlow/tensorboard backend detection." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated versioning problems: Python support mismatch vs unreleased peft dependency." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer loading bugs, but one ignores tokenizer.json and the other crashes in Mistral regex patching." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization/save_pretrained mismatch vs AutoTokenizer loading preference are different directions of the pipeline." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models and triggers." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Distinct config classes and fields: multimodal defaults vs missing pad_token_id." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs API forwarding regression in list_repo_files are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch model weights, but serialization inconsistency and resize_token_embeddings behavior are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder issue vs attention registration behavior change are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights TypeError." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific failures: FlashAttention on Ministral vs long OCR index error in Kosmos2.5." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Both mention save/from_pretrained, but processor file omission and Gemma-4 zero3 loading are different defects." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained bug is unrelated to the reported performance regression." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer decode bug 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": 21, + "review_unit_index": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:44297|issue:45397", + "issue:43262|issue:44521", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:44295|issue:45397", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44242|issue:45593", + "issue:44246|issue:44496" + ], + "prepared_review_unit_hash": "5dee2111a29cde0f93b2633c8a58a05f69a5463b797935521145995176e7999a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "No soft pairs look like true duplicates; they mostly share broad subsystems or regression patterns but target different code paths, models, or packaging/docs issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest representative issue in this set: it is open, has the most visible user impact and corroboration, and describes a concrete multimodal `apply_chat_template` regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue to keep as the cluster representative because it is current, well-discussed, and reproducible; the rest are clearly separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is about saving quantized models and the other about loading a dequantized model with `device_map=auto`; different failure modes." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI problems, but one is stale `auto_mappings.py` references and the other is leftover dummy classes leaking into `dir(transformers)`." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed optimizer behavior, but one is OOM with Adafactor and the other is double `optimizer.step()` calls; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different code paths: missing `rms_norm_eps` in MLA q_a_layernorm versus `torch.split()` return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT masked-LM predictions and the other is Deepseek tokenizer behavior; different components." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/install backend issue versus Python-version compatibility issue; no shared underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and a Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning `return_all_scores` is not the same as bad `AutoModel`/pipeline outputs for SigLIP2." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-kernel regressions, but they affect different kernels, versions, and code paths; too broad to merge." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure and ESM2 runtime breakage are different issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked-prefill bug versus CLIPVision hidden-states regression; distinct modules." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 `from_pretrained` crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template` in multimodal contexts, but one is audio sampling-rate defaulting and the other is assistant-mask generation; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing model import and Python-version support are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 missing `pad_token_id` and GLM-4V loading failure are different model-specific loading problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A documentation mismatch and intermittent import slowness are not the same underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields, but one is a specific model config missing `pad_token_id` while the other is `trust_remote_code` dropping fields on `AutoConfig`; different causes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage support error versus Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "`AutoImageProcessor` import failure is unrelated to the Python-version compatibility bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and stray ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time dependency issues, but they come from different missing backends and different code paths; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer read error for `position_ids` and Gemma4 zero3 loading failure are different problems." + }, + { + "left": "issue:44297", + "right": "issue:44373", + "accept": false, + "reason": "Tokenizer save config mismatch and a wrong docstring are clearly unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring failure with future annotations and missing decorator registration for rotary embeddings are different issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist race in testing utils and a stale generate warning are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are losses gated by flags, but they affect different models and different loss terms; not the same code-path bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized-model config errors are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45859", + "issue:46123", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44336|issue:46424", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:46291|issue:46399", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45412|issue:46123", + "issue:45292|issue:45701", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "3b58746e6e0437d69ca5591e3bf73d59000249877c60774206c056eb99c53def", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36021, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers regressions and breakages, mostly around v5/Qwen-related loading, tokenization, cache, and import/export issues. The soft-similarity pairs look superficially related by model family or version upgrade, but they do not share the same concrete bug or code path, so none should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 44561 is the best representative because it captures a broad, user-visible v5 compatibility regression affecting remote-code models, which is the most central theme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44561 is more general and impactful than the narrow model-specific or single-API import failures, so it best summarizes the cluster\u2019s main breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen/MoE and hf5.x, but one is a LoRA conversion/loading problem and the other is a Qwen3VL model-loading regression; different code paths and fixes." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-related, but one is a sliding_window behavior issue and the other is a chat crash for Qwen3.5-35B; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is an image-processor bug; modeling_utils sys.modules access is a separate import-safety issue." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup is unrelated to the _torch_extract_fbank_features audio bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different subsystems with no shared underlying defect." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code leakage in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate the same root cause." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but Qwen2_5_VLImageProcessor and HybridCache are separate export failures." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing and max_cache_length handling are distinct cache bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist file-race behavior in testing utilities." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal-ANSI output handling and cache-length configuration are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are different model/tokenizer behaviors." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer causing an error is unrelated to the Chinese report about data filtering slowdown after upgrade." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video output attribute error and SAM3 litetext memory overflow are different failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are separate training bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VL import failure and DeepSpeed ZeRO3 BertModel IndexError are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels v0.15 import/version requirement and Qwen3.5 apply_rotary_pos_emb registration failure are different integration issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as the missing-decorator crash for kernel registration." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache-missing behavior and trust_remote_code breakage from removed API are distinct v5 regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are separate model-family issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron Flash Attention support error and the generic Flash Attention 2.0 issue are not the same concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and sys.modules access are different model-discovery issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and ZeRO3 deque pop IndexError are separate distributed-loading bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Output embeddings not resizing and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate default and import slowness are different issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR model memory not released and partial-batch dropping in MaskGenerationPipeline are unrelated lifecycle/pipeline bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and version-dependent tokenization changes are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models and Qwen3.5 kernel-registration crash are separate v5 compatibility 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": 21, + "review_unit_index": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:43906|issue:46202", + "issue:42886|issue:45229", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44483|issue:46202", + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:45584|issue:46170", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44869|issue:45356", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "da538194b9b5d684dbed3b17668692dfcd358b5290d9b04db334bd9717fd265c", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizer/save_pretrained, multimodal config loading, DeepSpeed, cache/compile, and model-specific regressions are all mixed together. The soft pairs look like weak topical similarities rather than the same underlying bug or change, so none should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates and the soft pairs only show loose thematic overlap. If one representative is needed, issue:44623 is the closest user-facing serialization/save_pretrained bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44623 is the best representative of the small save_pretrained/serialization subtheme and has a concrete, user-visible failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing config field and the other is incorrect text_config unwrapping; different code paths." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict/config loading, but they affect different models and fail for different reasons." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Unrelated failures: an MPS histogram error versus missing chat-template support in a processor." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model loading regression; the other is tokenizer error masking when protobuf is absent. Not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained issue and the other is double optimizer stepping." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied weights/embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale-cache crash in GlmMoeDsa is unrelated to Gemma4 requiring mm_token_type_ids default zeros." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure versus stale auto_mappings references; no shared underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure modes." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The titles suggest tokenization/roundtrip issues, but one is an isolated reproduction of an older issue and the other is a Gemma-specific Unicode pipeline failure." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and CUDA OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to a Windows ROCm import/dependency error." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different subsystems and bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is an unrelated patchtsmixer post_init policy issue." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "An API request rejection in /v1/chat/completions is not the same as a Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tied-embedding warning and the other is a flash-attention generation regression." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but a dummy Conv2d in the pixel decoder is a different issue from a sam3_video/sam3_tracker config mismatch." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer-cache crash is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warning-related, but about different messages and different generation code paths." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to the Gemma Unicode roundtrip issue." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return type contract and LlamaConfig head_dim validation are separate API issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning in Qwen3.5 are different problems." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is diverging kernels and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder scaffolding and mask-generation batch handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained/serialization bugs, but one is tokenizer_class metadata mismatch and the other is missing processor files." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription decoding and a Windows ROCm import error are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and double optimizer stepping under DeepSpeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown regression and a DeepSpeed step-count bug do not share the same code path." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are different tokenizer bugs." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and a transformers performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:43646|issue:44162", + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "d742f5fee4e7ad83b573b548343f587cdf9be1214229485a57abd5d18277cdc1", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by broad Transformer/model-family themes, not true duplicates. The strongest confirmed duplicate in the soft edges is the Qwen3ForCausalLM VRAM leak pair (42673/43704). The packet also contains another exact-title duplicate pair, issue:45310 and issue:45478, so the cluster is not dominated by a single unique duplicate case.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42673 is the earlier report in the exact duplicate pair with issue:43704, and both describe the same Qwen3ForCausalLM VRAM leak symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue representative because it is the earliest exact duplicate match for the Qwen3ForCausalLM VRAM leak and has the most canonical wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they affect different model paths and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation-related, but sync_gpus handling and chunked_prefill cache behavior are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs Gemma4 ZeRO3 from_pretrained failure; not the same defect." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config mismatch and AttentionInterface.register behavior change are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different concrete failures: Qwen3-VL-Moe v5 breakage vs processor.save_pretrained missing files." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failure modes: SAM 3 output attribute error vs qwen2.5-vl video position IDs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute error and AutoConfig missing fields under trust_remote_code are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers getting stuck are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings and remote-code meta-init incompatibility are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and different export paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but missing config field vs from_pretrained error is not enough to treat as one bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior are distinct issues." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 issues, but one is a from_pretrained error and the other is a missing config field." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and apply_rotary_pos_emb registration failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM leak symptom; clearly the same underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different functions and different contexts: mistral regex patch vs auto-docstring annotation handling." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading with quantization and incorrect pipeline-parallel output are distinct failures." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention paths with no concrete evidence of the same defect." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import/export regressions, but they concern different missing names and APIs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect pipeline-parallel output and Qwen3_5 infinite loop on one image are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are opposite directions and not the same issue." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and final-partial-batch handling in MaskGenerationPipeline are different components." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen and Transformers v5, but the concrete failures differ." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate missing-symbol regressions." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and FP8 save_pretrained are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates uniqueness. The packet contains another obvious duplicate pair with the exact same title, issue:45310 and issue:45478, so it is not grounded to say the Qwen3ForCausalLM VRAM leak is the only clear duplicate. The 42673/43704 canonical choice is plausible, but the overall summary should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231" + ], + "soft_pairs": [ + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43526|issue:45561", + "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43479|issue:44079", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44016|issue:46231", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44222|issue:44297", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:44933|issue:45712" + ], + "prepared_review_unit_hash": "6708dd8dc5db9cd34b315ba62e88025c5b6e4257c0281fd1f607c2ffab23d7f8", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37503, + "estimated_input_tokens": 9376, + "estimated_eval_tokens": 19008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues grouped by lexical similarity; I found no true duplicate pairs and no PRs in this cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42898 is the clearest representative of the repeated tokenizer/v5 regression theme, but the cluster is otherwise heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 has the most broadly framed, user-visible bug report among the mixed issues, so it is the best fallback representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different bugs: generation kwargs sync handling vs a Janus image-generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: missing TensorFlow backend in a torch extra vs leftover dummy class cleanup." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config loading error vs a pytest-xdist race in test utilities." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different areas and failure modes: BEiT preset loading vs captured_info.txt race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "No shared bug: backend dependency packaging vs a nonexistent import from image_utils." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Different defects: BEiT image processor label reduction vs testing race condition." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: Python version compatibility vs import error in image_utils." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: MIMI padding-mask inconsistency vs MoE load-balancing loss gating." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: embedding dtype drift vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: Sentence Transformers load hang vs token-embedding resize/post_init reinit bug." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: processor save_pretrained file omission vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different operational failures: MLflow reporting on failed training jobs vs OOM with Adafactor in DeepSpeed." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated model/config init bug vs Whisper word-timestamp decode crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal model issues: broken VitPose models vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and distinct symptoms." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different artifacts: multimodal config initialization vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Related only by tokenizer vocabulary of v5; one is AutoTokenizer loading, the other add_special_tokens output behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different packages/models: sentence-transformers import vs Qwen2.5-VL symbol export." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Different scopes: notebook syntax error vs documentation parameter-name mismatch." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but Kimi-K2.5 codec handling is a separate bug from clean_up_tokenization_spaces." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading failures: missing image-processor method vs legacy remote-code/meta-init incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Different failures: serve KV-cache continuation indexing vs auto_docstring parsing under future annotations." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: buffer registration/reading issue vs optimizer step being called twice with DeepSpeed." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Different areas: optimizer args ignored vs documentation parameter mismatch." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer/output regressions: Pegasus v4-v5 output mismatch vs clean_up_tokenization_spaces change." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: FP8 MoE save_pretrained vs tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-related issues: tied-weights warning bug vs missing tensor-parallel plan." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: PEFT version pin bump vs dummy class cleanup." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: tokenizer save metadata vs DeepSpeed optimizer step duplication." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated import/export issue vs leftover dummy classes in the repo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:46209|issue:46431", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44734|issue:46421", + "issue:44295|issue:44623", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:44373|issue:44485", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "0ee7ae2b9bd76948c0ca7f37f9802ca143d03fd8e49f97960695ef12a0b197f1", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35873, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated import errors, model-specific regressions, trainer API breakages, cache/generation bugs, and save/load issues. No soft pair looks like the same underlying bug or change, so none should be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the most representative high-level regression report in the set: it describes a concrete Transformers v5.0.0 framework bug affecting buffer initialization, which is closer to the cluster\u2019s recurring version-regression theme than the more model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different subsystems and symptoms: Flash Attention 2 model support vs MLflow reporting after failed training." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE checkpoint handling and the other is processor file export; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated issues: MLflow job finalization vs a Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Both are model/runtime behavior changes, but one is Pegasus output drift across versions and the other is AttentionInterface.register altering a callback\u2019s behavior." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 vs missing files from processor.save_pretrained; different failure modes and code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both concern config/init behavior, but Phi4MultimodalConfig default construction is a different bug from non-persistent buffer initialization in v5.0.0." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting bug vs Trainer API signature breakage; no shared underlying change." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs chat template absence during apply_chat_template; unrelated functionality." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting vs token embedding resize/post_init reinitialization; different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Import errors from different causes: missing transformers.onnx module vs missing PyTorch dependency for AutoModel." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit vs AttentionInterface.register behavior change; no same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer.save_pretrained mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output differences across versions vs FP8 inference failure on B200; separate issues." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video attribute error vs MoonshineStreaming sliding-window off-by-one; different models and logic." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different packages and failure causes." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; distinct configuration bugs." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs Qwen3.5 flash-attention generation failure; not the same path." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Vision position id issue in qwen2.5-vl video input vs streaming mask off-by-one in MoonshineStreaming." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg regression vs auto_docstring crash with future annotations; unrelated code paths." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs cache max length being honored only for quantized cache; different generation/cache behaviors." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve-time KV cache continuation indexing bug vs spurious recompilation from cache lazy initialization; distinct symptoms and fixes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a buffer after registration issue vs processor.save_pretrained missing files; unrelated buffer vs serialization problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs a question about the default 50GB shard size; not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in a specific indexer vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync issue vs Kosmos2.5 OCR long-input index error; different components." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Image classification script loading local datasets vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids vs GLM-5 RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure in v5 vs Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic AutoTokenizer loading failure and the other is a specific EMBEDDIA/est-roberta regression." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Broad dependency issue vs a SequenceFeatureExtractor.pad performance regression; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43644", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:44261|issue:45092", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:43761|issue:46082", + "issue:22355|issue:27957", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:42831|issue:45753", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:43550|issue:46132", + "issue:43646|issue:46002" + ], + "prepared_review_unit_hash": "ec974d5f551e1961e2182c91e5df479081bc836bef29e278d3ed9351c2af3a5e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35477, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly lexical noise: the issues span unrelated bugs, import errors, tokenizer quirks, multimodal regressions, quantization, and config problems. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and the soft pairs do not converge on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe representative for deduping; the items target different subsystems and root causes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor _tokenizer import are unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to the DSA ReLU discussion." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving/loading quantized models, but they describe different failures and code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are different problems." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-key save regression are distinct issues." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and MoonshineStreaming window off-by-one are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision bug is unrelated to InternVL2 meta initialization." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues do not match the Qwen3-VL-Moe bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_tracker warning and sam3 text-encoder weights not loading are different regressions." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing classes and likely different fixes." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return values and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig default subconfigs and GPTNeoXConfig rotary_pct reload are different config bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are separate tokenizer behaviors." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVision hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and tokenizer decoder type mismatch are different tokenizer issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "General import errors after upgrade are broader, but not the same concrete bug as is_offline_mode import failure." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and added-token spacing bug are different tokenizer topics." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "tie_word_embeddings warning and MoonshineStreaming mask off-by-one are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop-on-image are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3_tracker warning and sam3-litetext memory overflow are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer read error and tokenizer_class mismatch in config are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Non-persistent buffer junk and NaNs in classification heads after init are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:44188|issue:44373", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43122|issue:44521", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:43122|issue:46326", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:44038|issue:44297", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159" + ], + "prepared_review_unit_hash": "a9e3233c155ca08402033b9b2799e91f50832fc6781a20a5cf00e167523f6952", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they span unrelated tokenizer regressions, import errors, model-loading bugs, chat-template issues, and model-specific architecture problems. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single strong canonical issue emerges because the set is heterogeneous. If a representative is required, issue 43122 is the cleanest tokenizer-regression example, but it does not cover the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most general and clearly described tokenization regression among the candidates, so it is the best single representative; however, the overall set is too broad to treat as one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different bugs: one is the `transformers env` CLI in v5, the other is a `NameError` when importing sentence-transformers." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated topics: TF32 settings/API behavior versus a `torch.split()` indexing/return-value issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve loader paths, but one is `TOKENIZER_MAPPING_NAMES` returning None and the other is `AutoProcessor.from_pretrained` not forwarding kwargs; not the same code-path bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failure modes: Sentence Transformers loading hangs versus a MacOS bus error with a CLIP model." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "One is a torch.compile branching issue in attention kernels; the other is a wrong docstring for `position_ids`." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Distinct model-specific issues: Smollm3 RoPE layer handling versus Qwen3-Next tied-weights warning miswiring." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different symptoms and subsystems: dequantized save failures versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm precision/config issue versus a documentation-only `position_ids` bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression versus multimodal assistant_mask generation in `apply_chat_template`; related area, but not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer problems: wrong `offset_mapping` for Qwen3 versus a specific model load failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is missing `AutoImageProcessor` and the other is many import errors after a version upgrade; too broad and not the same fix." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenization output drift across versions and the other is `continue_final_message` behavior for mistral_common tokenizers." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different features: dequantized model saving versus GLM-5 `GenerationConfig` validation." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility problem versus pipeline-parallelism output corruption." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwarg forwarding is unrelated to assistant messages with tool calls crashing in `apply_chat_template`." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading a multimodal Phi-4 model are different code paths and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with a `NameError` is unrelated to `auto_mappings.py` referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load bug versus tokenizer class metadata mismatch on `save_pretrained`; different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong `offset_mapping` for Qwen3 is not the same as assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example script bug versus Gemma 4 `mm_token_type_ids` defaulting; different affected APIs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Indexer missing a ReLU is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue versus a `position_ids` buffer access error; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and flash_attention_3 training degradation are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM 3 problems: model-type warning on instantiation versus missing `fpn_position_embeddings` attribute." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both touch template/tokenization flows, but one is version-dependent tokenization drift and the other is a batched chat-template crash with `padding=False`." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors; not the same underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and `gguf_file` breaking `from_pretrained` are separate loader/saver issues." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load bug versus FP8 `save_pretrained` for moe models; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`) and different fixes." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Saved-checkpoint regression for Qwen3.5 is not the same as a Qwen3.5 moe `from_pretrained` error." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Completely unrelated: missing `transformers.onnx` module versus inconsistent slow/fast tokenizer behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43066|issue:44779", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:44117|issue:45588" + ], + "prepared_review_unit_hash": "d61bdc5604ddd74c2994f246c520f232c4d26ab0f8dc4000def0e981e16596cd", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35562, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues. None of the proposed soft edges look like the same underlying bug or change, so all should be rejected. There are no PRs in the set.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45278 is the broadest, most representative problem statement in the set: a general import-regression report after upgrading versions. It is still not a duplicate of the other issues, but it is the best single umbrella-style issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable representative issue because it describes a clear, high-level regression affecting multiple imports, unlike the narrower model- or task-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols: `is_offline_mode` from `huggingface_hub` vs `HybridCache` from `transformers`." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug versus an example-script multi-label classification output issue; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency omission for `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizers, but one is a decoder-type regression and the other is incorrect Deepseek tokenizer results; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures: SigLIP2 HF/JAX discrepancy versus Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for `transformers.onnx` is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different loading paths: missing `embed_tokens.weight` in UMT5Encoder versus kwargs propagation in `AutoProcessor.from_pretrained`." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to bfloat16 dtype mismatch CI/inference failures." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing symbol import is not the same as a broad upgrade-induced wave of import errors." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE discussion are different GLM-5 issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification empties and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior warning/documentation issue is unrelated to a missing ImageProcessor method causing an AttributeError." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD optimizer arguments not being used is unrelated to `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 MoE variants and different failures: one is a broad v5 bug report, the other is a from_pretrained error for Qwen3.5 Moe." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression and a PyTorch version-check bug for AuxRequest import are not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification example output bug is unrelated to a pipeline translation-task support/error-message issue." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE models is not the same as a Qwen3.5 Moe loading error." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to the flex_attention AuxRequest version check." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT/cpu_ram_efficient_loading is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression is too broad to be the same as a specific wrong offset_mapping bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning in paged generate are distinct generation issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but they affect different models and different behaviors (`offset_mapping` vs general incorrect results)." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention crashing on `s_aux=None` are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278" + ], + "prepared_review_unit_hash": "b788be39585c367334634831900814a5d6a2a675e1cf91401fe051e235bce57e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36265, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated transformer issues: import-regression reports, tokenizer/model-specific bugs, video/model loading failures, and a few docs/testing/perf nits. I did not find any convincing duplicate pairs; the closest thing to a hub is the broad import-regression report #45278.", + "confidence": 0.63, + "canonical_issue_reason": "No single true duplicate stands out across this mixed set; #45278 is the broadest representative of the import-regression subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the most general, high-signal issue here and the best umbrella candidate if one issue had to represent the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different concrete bugs: GPT2 attention scaling under SDPA/FlashAttention vs Gemma4 building the wrong attention mask." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs cleanup about pipeline() references is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "One is a Qwen3 VRAM leak in multi-threaded loading; the other is only a reproduction of a different issue." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-shape handling and missing-torchvision import failure are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache during chunked prefill is unrelated to feature-extractor padding conversion overhead." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is not the same bug as NaNs after checkout/init." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights arguments and PretrainedConfig type-checking are distinct regressions." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation-config validation and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump is unrelated to the flex_attention import-version guard." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashes are different tokenizer-loading bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not the same concrete race on captured_info.txt under xdist." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5 MoE from_pretrained failures are different model/config issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to a noisy logging message." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they point to different missing symbols and no shared code path is evident." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 checkpoint serialization are different failures." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model loading and a BACKENDS_MAPPING backend-name error are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same as a testing_utils issue." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and a padding-performance issue are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_* is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime post-processor synchronization after special-token edits are different tokenizer behaviors." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A Qwen3 VRAM leak is unrelated to an AppleSilicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local-model import warnings and Qwen3 VRAM leaks do not match." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and RMS norm epsilon precision mismatch are different issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A shard-size question is unrelated to a Qwen3.5 from_pretrained error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Configuration import failure and an fbank extraction issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are different loader/generation failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing image_utils import while the other is a broad post-upgrade import-regression report; not enough 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": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:43986|issue:45341", + "issue:43673|issue:46123", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43986|issue:45372" + ], + "prepared_review_unit_hash": "744bbc464c8edf75794f5562988c9c8b324c10f7fefe275f81d091926eb2460e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37770, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are thematically related to Transformers regressions, but the soft pairs mostly point to different bugs, models, or code paths rather than true duplicates. I would reject every soft edge and treat this as a heterogeneous set, not a single dedup cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is about an incorrect decoder type and the other about changed tokenization output; likely related, not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy are different precision/configuration problems with no shared concrete failure mode." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "One is a missing layer-0 projection bug in qwen3next; the other is a from_pretrained error for Qwen3.5 MoE. Same family, different code-path issue." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments being ignored is about optimizer parameter handling; double optimizer.step() under DeepSpeed is a separate training loop bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated package/model loading issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic request rejection and the other is a streaming inference failure on a specific Qwen3.5 model." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are different breaking changes with different affected code paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a PyTorch warning during bfloat16 compilation while the other is a BLIP2 loading bug leaving Qformer in float32." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A TensorFlow backend/install issue is not the same bug as VitPose model breakage." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type checking regression affect different APIs and code paths." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in one GLM component is not the same as the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor and rms_norm_eps precision mismatch are unrelated multimodal/model config bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is unrelated to a missing TensorFlow backend dependency." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support issues for XLM-Roberta and Nemotron are separate model-specific capability gaps." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer output handling and deepseek-v4 comb.to(dtype).transpose(-1, -2) are different implementation bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 tensor transpose/dtype issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing and Qwen3.5 MoE loading failure are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight-shape mismatch for Qwen3-VL-30B-A3B-Instruct and missing projections in qwen3next are different model-loading/model-architecture issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different failures, even if both mention flash attention." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a transformers 5.0 loading issue for Qwen3-VL-Moe; not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config attribute and gguf_file breaking from_pretrained are unrelated regression types." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are separate configuration bugs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import from image_utils and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific Qwen3_5 image and SAM3 LiteText memory overflow are distinct model/runtime failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling in GenerationMixin and MaskGenerationPipeline partial-batch dropping are different pipeline/generation bugs." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a transformers>=5.1.0 model-loading failure are separate lookup/loading problems." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading without torchvision and save_pretrained shard size behavior are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM/VL components and different failures; no shared concrete bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation and deepseek-v4 tensor handling are different model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and GLM-5 RoPE implementation are separate precision/architecture bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "A crash due to missing torchvision and a mistral_common import error affecting Gemma 4 processor loading are different dependency problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45479", + "issue:45584", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43502|issue:43992", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:44077|issue:46365", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "de9d4bfc1473316aacd6b3568ab8ae3c80be3aefdb954aa1259ed9022b13b361", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38093, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false merge: the items span unrelated import errors, model-specific bugs, training regressions, and warnings. I found no soft-edge pair that looks like the same underlying fix/change, so all candidate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43097 is the strongest representative only by prominence and external references; it is a broad Transformers v5 regression report, while the rest of the items are mostly unrelated bugs. There is no true duplicate canonical across the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the best single issue to stand in for the cluster because it has the broadest user impact and the most linkage, but it should not be treated as a duplicate target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: removed tie_embeddings API vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different areas: API removal regression vs broken quantized save/load after sinq." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same failure." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training problems: FSDP2/PEFT optimizer-state mismatch vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different code paths: local_files_only still making requests vs missing embed_tokens.weight on load." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction TypeError vs tokenizer mapping returning None; not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen issues: missing projections in a model layer vs config field dropped by @strict." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: flaky test seeding issue vs noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model bugs with different symptoms and code paths." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing imports for different names; not a single underlying export bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal regression vs quantization/offloading behavior; too different to merge." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after train vs import failure for Trainer due to datasets; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs docstring annotation crash; different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention backend config ignored vs cache lazy-init recompilation; not the same fix." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision crash vs tokenizer mapping None handling; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Import error for a specific VL class vs video-model crash without torchvision; different causes." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure vs invalid BACKENDS_MAPPING backend error; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs isolated reproduction of an older issue; not the same concrete bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weight during load vs max_shard_size default question; different concerns." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba compile/SDPA failure; different models and failures." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch warning on bfloat16 compile vs model compile failure under SDPA; not duplicate." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup vs noisy logging; different maintenance issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error-message wording vs inability to save Pipeline objects; distinct problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized save failure vs Pipeline save_pretrained issue; unrelated save paths." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different triggers: bfloat16 precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific bugs: save/dequantization failure vs infinite loop on a specific image." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API removal regression vs noisy logging; no shared bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for a model vs GPT2 attention scaling ignored under backends; different issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-level attention backend support vs Python-version compatibility failure; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken vs deepseek-v4 tensor transpose issue; different models and code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription bug vs Trainer import blocked by datasets; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy vs Trainer import conflict; different problems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored attention scaling config vs AttentionInterface.register behavior change; not the same code-path bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config bug vs zero-loss classification problem; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs attention scaling backend bug; different subsystems and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46209", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:44625|issue:46365", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082" + ], + "prepared_review_unit_hash": "cb2a89f2931fcc35ec35a91483d27572086d280ebc09fe2e9ea9c6e5dbe71ae3", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone bugs, mostly in Transformers models, config, or packaging. The only plausible duplicate pair is the CLIP v5 regression around missing optional outputs in `CLIPVisionModel.forward`.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43761 is the clearest umbrella report for the CLIP v5 output regression: it explicitly ties the failure to `CLIPVisionModel.forward`, notes it is a v5 regression, and states the expected behavior when `output_hidden_states=True`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the best representative issue among the plausible duplicates because it is explicit, regression-focused, and broad enough to cover the paired CLIP output symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs in unrelated areas: Gemma3 config missing `vocab_size` vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both relate to chat/VL workflows, but one is API request validation and the other is a chat-template crash on batched input; not the same code-path bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Separate packaging/import problems with different symptoms and triggers." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated model/training bugs; no shared underlying change." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both mention warnings, but one is a local-path import warning and the other is a PyTorch precision warning; different fixes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning vs compiled flex-attention failure; distinct issues." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a missing utility vs incorrect network access despite `local_files_only=True`." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols, modules, and breakages; not one bug." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Breaking CI from removed config references vs a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but loading regression and FP8 inference support are different problems." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "save/load custom-module corruption vs a DeepSeek tensor operation bug; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions regression vs GPT-2 attention scaling with SDPA/FlashAttention; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both point to the same CLIP v5 forward-output regression where optional outputs are no longer populated; one PR could plausibly restore both attentions and hidden states." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat-related APIs, but the failures are different: endpoint request rejection vs template crash with tool-call assistant messages." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder regression vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different models/configs." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Trainer import issue; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized model saving and Pipeline save_pretrained are distinct behaviors and fixes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different defects." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same Gemma4 family, but token embedding resizing and bidirectional attention masks are separate bugs." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` vs pipeline serialization; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and symbols; not the same underlying breakage." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gap vs invalid GenerationConfig error; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with `base_model_prefix` vs saving Pipeline objects; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config bug vs a patchtsmixer post_init validation rule; different issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting/load failure and a Qwen3.5 save_pretrained regression are both serialization-adjacent but not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and likely different breakpoints." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen config propagation bug vs Gemma4 attention mask bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention not supported for Nemotron vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Gemma/Llama config behaviors and different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted pair, issue:43618 and issue:43761, is a plausible single CLIPVisionModel.forward v5 regression affecting optional outputs, and the other soft-edge rejections stay conservative rather than overclaiming duplicate status. The overall characterization of the remaining items as unrelated standalone bugs is supported by their titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44625", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "0f58f8d9bcd99b4302e16e3a6d46af2a95d9320745371ef344f490edd90f00d7", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of unrelated Transformers issues. The only plausible duplicate pair is the import-time slowdown report (41669/44246); the rest are distinct model-, config-, loading-, training-, or test-specific bugs.", + "confidence": 0.82, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the set: it explains a specific import-time performance regression from `import *` usage, and it best matches the only plausible duplicate report here (issue:44246).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best canonical issue for the small import-performance subcluster because it is specific, actionable, and closer to a root cause than the more generic symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different model configs and different missing attributes (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: missing `attentions` assignment in CLIP outputs vs Qwen3.5 save-pretrained checkpoint corruption." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config-related, but they concern different fields and model families (`vocab_size` vs `num_labels`)." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different loading failures (`UMT5Encoder` missing weights vs Qwen3.5 MoE from_pretrained error)." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Unrelated: distributed trainer optimizer-state bug vs a typo in cache strategies." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different topics: `update()` no-grad decoration vs broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to an import failure when `datasets` is installed." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/parse failures, but one is a generic compiled-file error and the other is a Python 3.13 `torch.jit.script` parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different loading/round-trip failures for different pipelines; no shared root cause is evident." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen/Gemma loading paths and different missing pieces (`state_dict` ordering vs a dropped vision config field)." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load breakage is not the same as `PretrainedConfig` type-checking regression." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different subsystems: config attribute error vs trainer/FSDP/PEFT optimizer-state corruption." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown; 41669 identifies a concrete likely cause, while 44246 is the symptom report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Separate test failures: missing `set_seed()` in SamHQ integration tests vs xdist race on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache/layer update bug; the other is an overly broad complaint about many models breaking in v5." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general area of model loading, but different model families and no shared concrete failure mode." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different Qwen3.5 save/load flows; not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated regression in `update()` handling vs a Python-version compatibility problem." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tensor-parallel load OOM are related only at a broad subsystem level, not the same concrete defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different issues: CLIP attentions output vs PatchTSMixer `post_init` API policy." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "One is a missing-PyTorch import error for AutoModel; the other is a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP-related regressions with different symptoms; one is missing attentions, the other is a structural mismatch between CLIP text model classes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No shared root cause: CLIP output regression vs float16 AMP CUDA crash in another loss path." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model/code-path problems: DSA indexer ReLU discussion vs DeepSeekV3MoE parity divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated: offline-loading API requests vs tokenizer `AddedToken` keyword collision." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different failures in different tests/models; no evidence they are the same bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "CI test flakiness from missing seeds is unrelated to stale `auto_mappings.py` config references." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but they involve different tests and different failure causes." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Related only at a very high level (`from_pretrained`/reload regressions); the concrete failures differ." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different problems: int4 quantization memory growth vs checkpoint reload compatibility." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different concrete defects: FP8 save-pretrained behavior vs missing tensor-parallel plan." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Completely different bugs: cache/layer update semantics vs a dummy Conv2d in Sam3PixelDecoder." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair, issue:41669/issue:44246, is the only clearly supported duplicate-like match, and the remaining soft-edge rejections 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": 21, + "review_unit_index": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44222|issue:44230", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "b62d4a07638a52c2d8b554da8524cf1736dba8988c3b0734cfec74a40df71634", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37696, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues that happen to share broad Transformers/v5 or import/loading themes. I found no soft pair that looks like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43576 is the best anchor for the cluster because it is a concrete v5 regression, has the most similarity links, and is representative of the broad \u201cTransformers v5 broke something\u201d subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the strongest representative issue in this set: it is specific enough to be actionable, yet broad enough to sit near several other v5-related loading/import regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention-related behavior in Transformers v5, but one is a broken CLI/env command and the other is a change in AttentionInterface.register semantics; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "One is about unwanted network requests despite local_files_only=True; the other is a GLM-5 RoPE implementation issue. Different code paths and symptoms." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules (PreTrainedModel vs HybridCache). These are distinct API breakages." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is missing tensor-parallel planning and the other is a from_pretrained error in transformers>=5.4.0. Too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention loading/performance after upgrade, but one is compiled Python file errors and the other is data filtering slowdown. Not the same underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated subsystems and failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel support and the other is a config field being dropped by @strict. Different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "One is about no_grad decoration on cache/layer update methods; the other is generation kwargs handling after sync_gpus. Similar area, but not the same code-path problem." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is an unexpected network request issue; the other is an FP8 save_pretrained moe bug. Different operations and failure points." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs versus documentation confusion for input_ids/past_key_values. One is a runtime bug, the other is docs wording." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve v5 model loading regressions, but they affect different model families and likely different serialization assumptions." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The local_files_only network-request bug is unrelated to an issue titled only 'racoon'; there is no evidence of the same defect." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Both are accuracy/processor-related, but one is FineGrainedFP8 accuracy and the other is a missing image-processor method causing AttributeError." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failure and tensor parallel training are separate concerns with no shared code path indicated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file loading errors and PretrainedConfig type-checking breakage are unrelated kinds of regressions." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a one-word issue title do not indicate the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and inability to save Pipeline objects are different problems in different parts of the API." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are distinct loading failures affecting different components." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in model_init and a DSA indexer lacking ReLU are unrelated implementation issues." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a tokenizer loading regression are different feature/regression areas." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub and a broken transformers env command are both v5-adjacent, but they are different missing-API vs CLI issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env command and a PretrainedConfig typing regression are unrelated user-facing regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command failure and a missing Qwen2.5-VL class import are different import/CLI breakages." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for model.forward and a missing layer_type_validation import are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue provides no evidence of overlap with Gemma-4 audio positional encoding." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken transformers env command and Python 3.14 load failures are both environment-related, but the concrete failures differ." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8, but one is saving moe checkpoints and the other is inference support for specific Qwen3-VL/Qwen3.5 models." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Inverse_sqrt scheduler kwargs handling and the unrelated 'racoon' issue are not the same defect." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder title do not match." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "One is about **kwargs not being propagated in RoFormer methods; the other is that RoFormer attention does not use the attention interface. Related subsystem, but distinct bugs." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate missing exports." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application in model_init and FP8 inference on B200 are different performance/runtime issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are different areas with no shared failing path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained and a generic 'Bug report' have no evidence of being the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:43576|issue:46218" + ], + "prepared_review_unit_hash": "61872d20b5b7ecafbe5b708a2081f3d2c850dcc65314b2a3e1989c14d7dd7445", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39687, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports. The only soft match I\u2019d accept is the import-time slowdown pair, which appears to describe the same performance regression from different angles.", + "confidence": 0.81, + "canonical_issue_reason": "issue:41669 is the most concrete, actionable report for the import slowdown, with a specific suspected cause and clear performance impact; issue:44246 is the broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 best represents the underlying bug because it identifies the likely root cause and the exact regression surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break; no shared concrete code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and TensorFlow backend installation error are different failures." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request and DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but one is a Qwen3-VL-Moe compatibility bug and the other is a tensor-parallel planning gap." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output problem vs a PretrainedConfig type-checking regression; different bugs." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading behavior, but one is a lazy-loading correctness issue and the other is unsafe sys.modules access." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate v5 regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "BBox hallucination/error and infinite-loop-on-one-image are not the same symptom or code path." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a generic claim that many models break." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage is different from a missing GenerationMixin cache during chunked_prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 reload incompatibilities, but they involve different loading scenarios and model-specific failures." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is too specific to match the broad breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/metadata is unrelated to a general model-breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade and a broad 'many models break' complaint are not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowdown and a specific missing Qwen3_5ForCausalLM import are different failures." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model-type warning and Liger Kernel not being applied with model_init are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report title." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/lazy-loading behavior, but one is import slowness and the other is a lazy-loading correctness issue; not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support warning and Qwen3-VL bbox output failure are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support breakage and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time performance regression is not the same as failing to import HybridCache." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import slowdown regression and a testing_utils bug are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9/3.10 support mismatch is not the same as a broad post-v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and Qwen3.5 Moe from_pretrained failure are different model bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and a Qwen3_5ForCausalLM import failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and a tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate training under flash_attention_3 are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are different issues, even if both are v5 regressions." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder 'Bug report' title does not establish the same concrete failure as the Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44938|issue:44998", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "f54ee0083abfc14deb9c31d9c977c5c440d58c72ba0348d30bb8254a352b7382", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1677, + "serialized_chars": 867752, + "estimated_input_tokens": 216938, + "estimated_eval_tokens": 434132 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40309, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformer issues that happen to share broad loading/model/tokenizer language. I don\u2019t see a true duplicate set; the soft links are mostly spurious similarity matches.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45850 is the closest broad umbrella for the cluster because it describes widespread 5.0 breakage, but the underlying reports are still too diverse to be real duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the best single representative of the overall theme because it is the broadest regression report in the set, though it is not a tight canonical duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 bugs: gated expert logic vs a tensor transpose/dtype issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Vision processor timestamp math is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import star cleanup and a multithreaded VRAM leak are different problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward args is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-API documentation are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional encoding, but they are different models and different concrete failures." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and a DeepSeek-V4 weight-conversion question are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 5.0 breakage complaint is not the same as a specific missing import for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and timestamp calculation are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp math and missing save_pretrained files are unrelated processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp logic is unrelated to multithreaded memory leakage." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU-offload device mismatch and audio positional encoding are different model-specific issues." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision mismatch is not the same as Gemma4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import failures for different symbols/models; not the same missing export." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention unsupported and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 reports, but one is broad behavior drift and the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and spam/off-topic issue are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated spam issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the off-topic item." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Spam/off-topic text is not a duplicate of a broad 5.0 regression report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and apply_chat_template tool-call crash are different failure modes." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the off-topic item." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id and tied-weight key handling are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad token regression is unrelated to tied-weight key crashes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained failure are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness and tokenizer-loading regression are different problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 support are unrelated feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated architecture issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint typo in config is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignoring a configured loss value and missing kwargs in loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs handling and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value and tokenizer regex warnings do not share a code path." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model subsystems: segmentation loss handling vs attention interface." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value usage and a typo in quantization operation naming are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a config type-hint mistake are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and a typo in a conversion API name are different fixes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm semantics and a ModernBERT type-hint issue are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Segmentation ignore_value logic is unrelated to a config annotation typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "d6b022fe048fb172de4c6c8f48e899062b498cdfe75f0986fc87a0f5d0d7d59a", + "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": "All three items are separate feature requests in different areas: token truncation behavior, a learning-rate scheduler feature, and Wav2Vec2 word timestamp offsets. No pair looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request, with a specific API behavior change described in the title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10519 is the clearest representative of the cluster because it is specific and narrowly scoped; the other issues are unrelated in topic and subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requested changes: truncation direction for tokenization vs. Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated features: tokenizer truncation behavior vs. ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one asks for a scheduler feature, the other for speech model timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "213ce43d2eb4b8ba8cbecd04767d18b56af5b19550e2ee914386937bf2eb1290", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are only loosely related by model/tokenizer/HF-loading wording, but they describe different problems: Tapas tokenization mismatch, a private-model login error message, and a failure loading bert-base-uncased. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #16618 is the broadest and most general of the set, with the most discussion and a user-facing model-loading failure, so it is the best single representative if one is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue candidate because it is the clearest, most general symptom report in the cluster and most likely to attract related discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "These appear to be different bugs: tokenizer behavior for Tapas versus a model-loading failure for bert-base-uncased. They do not share a concrete code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model downloads/loading, but one is specifically a private-model authentication/error-message issue while the other is a generic load failure. Too broad to treat 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": "issue", + "component_index": 4, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "2a16aa37975dffdadd38eea6ab1a77c6f6b8a57c84f1e350b674261500d37f9c", + "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 separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They share a broad \u201cmore architectures\u201d theme but do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Not applicable as a duplicate canonical: the issues track different feature requests (Flash Attention 2 support vs GGUF support), so neither can serve as the canonical for the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a global representative of the other; they are unrelated feature-tracking threads in the same general area but for different deliverables.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and likely different implementation work; same broad subsystem/theme is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "bf6f367a3d4a3b3d1f97cb00c97be0775c99036f58d79989e176e1846bf66add", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern training failing to start, but the evidence is too thin to treat them as the same bug. The first is a specific `resume_from_checkpoint`/`epoch_iterator` failure; the second is a broader FineWeb SLM training startup problem with no explicit linkage to that code path.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #26413 is the more specific, clearly framed bug report with an explicit failure message and likely reproducible code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26413 is the best representative because it names the concrete error and underlying training control-flow problem; #31501 is too broad from the title alone.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training not starting, but one is specifically about `resume_from_checkpoint` hitting an empty `epoch_iterator` while the other is a general FineWeb SLM startup failure. No evidence they are the same underlying bug or fixable in one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "57e5ee589e06df80630543a675117e169abf39e6aa102a568e80e2930631eba3", + "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": "Using only titles, body lengths, and soft-similarity scores, this looks like two tight duplicate-like subgroups rather than one big duplicate set: three identical generic placeholder translation issues, and one identical Thai-titled pair. The language-specific translation requests (Turkish, Spanish, Romanian) appear separate and should not be merged based on this evidence alone.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43834 is the best canonical anchor for the largest high-similarity subgroup: it has the generic placeholder title shared by the other two placeholder issues and sits in the densest cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest overall issue representative because it belongs to the largest near-duplicate cluster and connects to the other placeholder-title copies with very high similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs. generic placeholder issue; related topic, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request vs. generic placeholder issue; similarity is only boilerplate-level." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request and placeholder-template issue are not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Turkish vs. Romanian); separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language requests (Turkish vs. Spanish); separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs. generic placeholder issue; too little evidence of the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request and placeholder-template issue look related only at the template level, not duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs. Romanian translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs. placeholder-template issue; not the same change or request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is language-specific; placeholder issue is a different artifact." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs. generic placeholder issue; related, but not a clear duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the placeholder-template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian issue and Thai-titled issue do not look like the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian issue and Thai-titled issue do not look like the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and extremely high similarity; highly likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and extremely high similarity; highly likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Very high similarity, but different titles and no body text to show the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Very high similarity, but different titles and insufficient evidence to merge." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-template title with near-perfect similarity; highly likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "High textual similarity alone is not enough here; the titles are different and the evidence is too thin." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "High similarity, but different titles and no direct evidence of the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-template issue vs. Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-template issue vs. Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and perfect similarity; highly likely duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates what the packet supports. The packet only shows titles, body lengths, and soft-similarity scores; it does not expose the bodies, and every pair is marked deterministic_accept=false. Saying the placeholder issues or Thai-titled issues are \"exact\" or even clearly duplicate is stronger than the evidence here. The cross-language separations are conservative, but the accepted soft-edge pairs need weaker wording (e.g., \"highly similar\" / \"possible duplicates\")." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "f1ad9f7ce3672a3f9491d76b92071c71f657be7778fad29eed149934a3a5ca6b", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model-support requests across different architectures and modalities. Despite textual similarity, the items are not the same underlying bug/change, so the soft edges should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "If a single anchor is needed, issue 42738 is the broadest conceptual request in the set, but it is still only a rough umbrella and not a true duplicate of the model-specific requests.", + "canonical_pr_reason": null, + "best_issue_reason": "42738 is the closest representative issue because it is the most general architecture-style request; however, this cluster is heterogeneous and lacks a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and different implementation targets; not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR: different architectures and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision models, not one bug or patch." + }, + { + "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 classes; no shared concrete fix path." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different modalities and model families; not mergeable as one PR." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "BERT-like encoder work vs audio model support; distinct code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions with no shared fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and sparse-transformer support are different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT are distinct model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS address different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support changes." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying issue." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a broad BERT-like/RoPE family request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are different model domains." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR are related modality families but still distinct model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but they concern different concrete models and fixes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio generation support and sparse-transformer support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Speech recognition support and sparse-transformer support are not the same code change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different multimodal model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE model support are distinct changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR support are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests with no shared concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "f0b3266543caebdedb1a6f0b0b7a1214fe1a62ad63a81a62c990734b56707193", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1503, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1503, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these are about different topics and do not describe the same underlying problem or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the more substantive standalone code-related item, but it is not a duplicate of issue 38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: documentation/framework listing vs Vision RoPE refactor. No shared 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": 9, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "28133fcd8bcfac0d513f43b8f08eeb2065c2961cf47db7db52d45294c7543d83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for Set Block Decoding, while the other requests DeepSeek v3.2 support. They target different features and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43037 is the more specific and actionable request; 41084 is a separate, broader feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the best issue to keep as the representative item because it names a concrete model support request, making it easier to route and implement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs. model support for DeepSeek v3.2. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "5e5ad7dd4c48c7a8bafe05e002358f766a42843259ed2d87aaff7d056bfca893", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely related through Trainer customization, but they target different behaviors: one is about `remove_unused_column` handling, the other about FLOPS estimation for custom trainers. They do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one must be surfaced as the representative issue, `#43598` is the more concrete Trainer API/customization request; `#43600` is a separate FLOPS-estimation problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: both mention custom trainers, but they affect different code paths and outcomes (`remove_unused_column` behavior vs FLOPS estimation). This is broad thematic overlap, not a duplicate underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "da18fee54d1845ec5e5d6d30049a40e382a3e47b542d55b27214a4ae7543ead9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for Qwen3-Omni auto-registration for generation, while the other requests sequence-classification support for Qwen3.5. They target different model families and different AutoModel heads.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the requests are about different Qwen variants and different auto-class targets.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, more central model-registration request, so it is the better representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different tasks (conditional generation vs sequence classification); not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "9bacf7033ca970dac859ace97a1bd90280f26f9b3f7568b2148b96e760e61c81", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-signal issues with generic or empty titles and no links, filenames, or targets. There is not enough evidence to treat any pair as the same underlying bug, though the three \"huggingface\" issues look superficially similar.", + "confidence": 0.35, + "canonical_issue_reason": "Issue 43859 is the most recent and the only one with any discussion activity, so it is the least empty representative among otherwise sparse reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the best issue candidate only by marginal metadata signal; none of the issues contains enough substantive description to establish a clearly better canonical report.", + "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 detail or linkage showing the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No substantive evidence connects \"Fett\" to the \"huggingface\" report beyond weak similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence that these describe the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Both titles are identical, but the reports are empty enough that identical wording alone is not enough to confirm a duplicate bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no descriptive content, links, or targets to prove the same underlying problem." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no concrete issue details to establish a true duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "debbb935d687b4dc0314ed21df69244119f189dc9b7dea445bc9d0a96689fc63", + "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": "These are low-signal issue reports (mostly spam-like titles) with no bodies or issue targets. They do not show evidence of a shared underlying bug, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-like issues with no concrete description; same title text alone is not enough to establish the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: no actionable body or shared target, so this looks like separate spam rather than a duplicate bug report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; different problem types and no evidence of a shared issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Titles are unrelated and there is no body detail or target to indicate the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying issue as an empty spam report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different artifact types and no shared concrete bug/change to merge." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Even though both titles are identical spam placeholders, there is no substantive content tying them to one bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete subject matter; one is spam-like, the other has a distinct title." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence of the same underlying problem; the reports are too vague and unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "532ca6ccf3a0a227d8b4776db4a7de0875ea7beb06af7378d40e61ee854f991b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "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 have the same title and highly similar body length, so they appear to be duplicate reports of the same energy-reduction proposal. Issue #45145 is the better canonical because it was created first and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earliest report and already has inbound reference activity, while #45151 appears to be the later duplicate of the same issue content.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative because it is the first-created instance of the identical issue and is likely the original thread for discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and very similar body structure/length; these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two closed issues have identical titles, very similar body lengths, and a soft-similarity match. Choosing #45145 as canonical is also conservative because it was created first and has one inbound reference. The soft-edge accept looks reasonable, though the confidence is a bit high given the evidence is still mostly similarity-based." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "7b76c4d324e633500176b38c88aa3974c16636b2454b3e95158ff4267cdaf8b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a Gemma4 audio-module failure from `torch.finfo()` on `uint8` weights during 4-bit NF4 inference, while the other reports a `BitsAndBytesConfig.llm_int8_skip_modules` interaction that drops the default `lm_head` exclusion and triggers an `AssertionError` in 4-bit inference.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes and code paths: dtype handling in Gemma4 audio modules versus BitsAndBytesConfig skip-module logic affecting `lm_head` exclusion. They share the same broad 4-bit inference area 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": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "6a707e5e3448a544ad2b41e5935385a589effb8a31fa7f934e27c53bf68d01f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with personal-name/date titles and no body content or technical context; they do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue exists; if one must be chosen, issue #45762 is marginally earlier, but it has no meaningful technical content to serve as a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster anchor because both are effectively empty and unrelated, but #45762 is the least arbitrary choice due to earlier creation time.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles reference different people and different dates, and there is no shared technical description, issue target, or evidence of 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": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "3a2a237c243cb1d88df9a47d67bf10f49cbb026ff974555c919ceb6b60b1e6dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not look like duplicates of the same bug or change; they are just sparse title-only issues for different named people, with no shared context beyond a surname/date pattern.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the titles refer to different people and contain no shared problem statement or actionable issue context.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful representative for a duplicate cluster; both are unrelated, body-less entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: only superficial similarity (same surname and date-like text). The titles identify different people and there is no evidence of the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "7543f6da070c70847fe812244cb6ba089674f6ce0df8e5960366590f8b1c0970", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests in different areas (model class addition vs FP8 training support); no shared code-path or duplicated 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": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "42b0bfa2c742e9248f855f7bcf0e2981a6633f062df11639c2920f1abd55205c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster most plausibly splits into two likely duplicate issue pairs (45870/45871 and 45872/45873) plus one outlier (45869). The evidence supports duplication at the pair level, but not a single canonical issue for the whole cluster.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster. The strongest reading is two likely duplicate pairs\u201445870/45871 and 45872/45873\u2014with 45869 as an unrelated outlier. Without body-text evidence, I would not collapse the two topical pairs into one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "As a global representative, 45870 is the most defensible anchor only because it is the earlier item in one of the two likely duplicate pairs. That said, 45872 is equally plausible for the second pair, so the cluster is better handled by splitting than by picking one overall canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Financial dataset bundle vs. a prediction example request. The shared financial wording is too broad to treat them as the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Financial dataset bundle vs. a prediction example request. Similar theme, but clearly different underlying requests." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Strong duplicate candidate: same title, same body length, and the closest similarity signal in the set. I cannot prove exact textual duplication, but they look like the same issue report." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service. Different scope, so not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request scope: the prediction example and the scraping-service variant are not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different request scope: example/prediction versus prediction plus scraping service. Too different to merge as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request scope: example/prediction versus prediction plus scraping service. Not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Strong duplicate candidate: same title, same body length, and the strongest similarity signal for this pair. There is no evidence of a separate underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The split into two topical pairs plus one outlier is plausible, but the writeup is too certain for the evidence shown. The packet only gives soft-similarity, identical titles, and body lengths; it does not prove the issues are exact textual duplicates. Also, 45870/45871 and 45872/45873 have identical titles, so the claim that one has the \"cleaner, descriptive title\" is not grounded. Please downgrade the duplicate language to a more conservative phrasing unless you have body-text evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "5505c40d92acf2d9e764bb68ac0c13d8590b835a908af386f9c1ce781e5752a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related static-cache crash reports, but they appear to describe different failure modes: one is linear-attention shape corruption during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally, rather than one model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative for the cluster because its title points to the broader mechanism and likely root cause affecting linear-attention layers under static cache.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both involve static cache and linear attention, but one reports shape corruption in early initialization while the other is a `KeyError` in Qwen3.5; these do not clearly look like 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": 1, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request: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:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "81eb5cbf75ce29fdf33183c4df3fce5f5ca175aa4826ca99f5576543b2007b57", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most pairs are unrelated and only share broad subsystem similarity. The only duplicate-like pair is the two `fixed_cross_entropy` PRs, which both change the same loss helper on the same code path and address the same tracked issue.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative for the shared loss-helper fix: it is issue-linked to the same target and updates `fixed_cross_entropy` in the same file/code path with explicit `weight` and `label_smoothing` support. #43254 is very similar, so the distinction is narrow.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest overall representative because it is issue-linked and captures the shared `fixed_cross_entropy` change that overlaps with the only duplicate-like pair in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods vs. Executorch export test are different features and code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer utility fix vs. MobileLLM model addition are different changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes vs. MobileLLM model addition; different artifacts and goals." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy loss fix is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 fixes are unrelated changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs. MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition and config-resolution-order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs. Falcon output-interface refactor; different code paths and problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor is unrelated to Mistral4 fixes and model changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes and `layrnorm` renaming are different changes in different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 changes are unrelated to chat response parsing and serve updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 changes are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes are unrelated to config-resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 changes and model-creation skill are not the same underlying bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and model-creation skill are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs change `src/transformers/loss/loss_utils.py` on the same `fixed_cross_entropy` path and add the same concrete support for `weight` and `label_smoothing`, so they look like the same underlying fix and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair judgment is mostly grounded, but a few claims are too strong for the packet. In particular, the accepted pair reason says both PRs add support for \u201cforwarding cross_entropy kwargs,\u201d but the previews only show explicit `weight` and `label_smoothing` parameters, not general kwargs forwarding. Also, the canonical-priority claim that #43251 is clearly \u201cmore complete\u201d than #43254 is not well supported by the packet: both are issue-linked to the same target and touch the same file/code path. The overall summary is fine, but the soft-edge rationale should stay narrower and more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 37, + "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": "a6be169a3680e6194871321a095c86d8aed5c807aec2565278edb55e56d10233", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10868, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10868, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster mixes three distinct PRs: a base VibeVoice implementation, a separate VibeVoice Realtime extension, and an unrelated Parakeet-RNNT ASR PR. None of the soft edges look like true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the best canonical representative because it is the core VibeVoice implementation; the others are either an extension of VibeVoice (realtime) or a different model family entirely.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest standalone PR in the cluster: it introduces the foundational VibeVoice model stack and is broader/more central than the realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are about VibeVoice, but they are not the same change: 40546 is the initial VibeVoice implementation, while 42781 adds VibeVoice Realtime with extra tokenizer/generation/model work. This is an extension, not a duplicate." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "These are different model families. Shared ASR/auto-registration files are too generic; Parakeet-RNNT and VibeVoice Realtime do not fix the same code-path problem and would not merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 37, + "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": "6345c3459b5692aa560e102f6b367afbb69b752f2a13e85b3fc5ae681a3b4c72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different models, codepaths, and docs, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755 ([TimesFM] Add support for forecasting with covariates)", + "right": "pull_request:41224 (Add DINOv3ViTForImageClassification support)", + "accept": false, + "reason": "Different model families and features; no shared bug or mergeable code-path overlap beyond generic transformer framework work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 37, + "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": 37, + "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": "dfdb477d5cdae1c835bc2a706189ea0fadfd960ffec424f4fe7015ec334550df", + "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": "All three pull requests are separate new-model additions (DeepSeek OCR, Isaac, and Kimi2-6). They share boilerplate integration files, but they do not target the same underlying code path or change, so there are no duplicate relationships here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-landing PRs for different models, not competing fixes for the same bug or change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative for deduplication because each PR introduces a different model with its own implementation and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "DeepSeek OCR vs Isaac are different models and different feature additions; shared integration files are just scaffold overlap, not the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are unrelated model additions touching similar auto/docs plumbing, but they do not fix or add the same concrete capability." + } + ] + }, + "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": 37, + "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": "5613f136aa797ed6b21cd9392677def6b79faa5d4e844c4542ea571377d9fdc7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are workflow dependency bumps, but they target different action upgrades and different motivations. They overlap in some files, yet they do not appear to fix the same concrete problem or be mergeable as one PR.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more explicit representative of the cluster: it upgrades multiple GitHub Actions specifically for Node 24 compatibility. However, it is not a duplicate of PR 42976.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the clearest canonical representative because its title and diff show a single, well-defined compatibility goal across many workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 updates several GitHub Actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a smaller set of actions to newer versions. Shared workflow files alone are not enough to treat them as 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": 7, + "component_count": 37, + "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": "450a3822611e02c2fde58c668a2b1a04cf253e8b33c8af96e302916220c7bc53", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-addition changes, but for different models/architectures. The shared docs/auto-mapping/test files are generic scaffolding, not evidence of the same underlying change, so none should be deduplicated together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: 42978 adds ViT NEPA, 43448 adds Molmo, 43451 adds Molmo2, and 45490 adds CTSM. They are distinct model integrations, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the strongest standalone PR in this set because it has the broadest implementation surface and the most discussion, but it is still a distinct Molmo2 addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and code paths: ViT NEPA vs Molmo. Shared auto/docs files are incidental to adding new model integrations." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Similar scaffold files do not indicate the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different architectures and target code paths: ViT NEPA vs CTSM." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model integrations with different implementations; they are related by naming only, not the same fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions despite sharing generic registry/docs updates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model integrations with different model-specific files and behavior." + } + ] + }, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "d290d7cf9e8f16546422bf5c6e89bf435f368542484469c7a7708df88a72cf33", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar via generic \u201cfix\u201d titles; they target different subsystems and different bugs, and one appears to be test-noise rather than a real code fix. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43291 is the most concrete, narrowly scoped code fix: it changes Whisper decode behavior and includes related tests. The others are either unrelated to Whisper, much broader, or appear to be test-only/noisy changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43291 is the best representative of the cluster because it is the only clearly specific bugfix with a coherent code-path change; the other PRs do not look like the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode fix vs. unrelated test edits in CLIP/ViT; no shared code path or underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding vs. FP8 dequant/loading changes for Mistral4; different subsystems and problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode fix vs. generation/watermarking validation changes; too far apart to be the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-file noise in image models vs. FP8 quantization/loading fix; not the same issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test assertions vs. generation config/watermarking fix; no shared concrete change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are broad transformer fixes, but they address different code paths: FP8 dequantization/loading vs. generation watermarking validation." + } + ] + }, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "c1c6e1a6bf9a4257c68a487d4ac95a1d32a6d6726d3366a5acbabe6f1b7f01fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a small repo-bot/versioning test tweak, while the other rewires CI/comment workflows and related testing utilities. The only shared file is a Vit test file, which is incidental.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: they do not fix the same code-path problem or represent mergeable variants of one change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the more substantive and standalone change; PR 43488 looks like a narrow repo-bot/version-format check.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 only adjusts setup/version/dependency test scaffolding, while 43532 changes CI/workflow and testing utility behavior. Shared Vit test-file touch is not enough to make them 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": 10, + "component_count": 37, + "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": "f85cdc3457729d142083441733834151207f2e7feeb3cfc6a115318b75f894d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature PRs: #43612 adds a Promptable Concept Segmentation pipeline, while #43613 adds a Promptable Visual Segmentation pipeline. They share some documentation/registry scaffolding, but they target different pipelines, model integrations, and test files, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplication here: the two PRs implement different segmentation features and touch different concrete code paths.", + "best_issue_reason": null, + "best_pr_reason": "If a cluster representative is needed, #43613 is the broader PR with more model integrations, but it should not be treated as a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with separate pipeline modules and model support. Shared docs/registry updates are not enough to merge them 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": 11, + "component_count": 37, + "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": "74748d27300e51d535e071cd9dcc18d6ce1e5c5be7fbf9fe3fb60d553c5a85b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate `trainer.py` changes: one adds controllable gradient-accumulation loss scaling in `training_step`, the other extracts `_get_signature_columns` to customize column filtering. They touch the same file but fix different code paths and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate canonical PR here; if a representative is needed, PR #43651 is the more concrete bug-fix style change with a clearly scoped training-step behavior adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone representative because it addresses a specific runtime behavior in loss scaling and has a clearer end-user impact than the more refactoring-oriented PR #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: #43651 alters gradient accumulation loss normalization in `training_step`, while #43663 adds a helper for signature-column filtering/PEFT inspection. Same file and theme, but not the same bug or mergeable change set." + } + ] + }, + "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": 37, + "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": "e35f7470ff224282c7ca3b8f45bf2415a900e60f385a5a0d45eef0f18bd9084f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about `TypeAdapter`/typing in the CLI, but they target different failure modes. PR 43656 is a broader annotations/runtime typing cleanup, while PR 43842 is a narrow fix for `pydantic` being absent.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader, earlier serve.py typing/runtime fix and is the better representative of this cluster\u2019s theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the best standalone representative because it covers the larger CLI typing fix rather than a single optional-dependency edge case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not merge: they address different concrete issues in the same file. 43656 is a broader annotations/future-import cleanup, while 43842 specifically guards `TypeAdapter` for the case where `pydantic` is not installed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "49e3f635f41b3990cd7160db80cb6e058af3cd1f5354b2eca3c5e27534aeefee", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad theme of output-tracing refactors across many unrelated models. Most pairs are not duplicates; they only share the same tracking issue or a similar decorator-migration pattern. The only clear duplicate-ready overlaps are within the GPT-Neo pair and the GPT-J/CodeGen trio.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the strongest representative of the real duplicate subcluster: it covers the GPT-J/CodeGen output-tracing refactor, overlaps directly with 44066 and 44085, and looks like the most consolidated version of that same change.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best single PR representative for the cluster\u2019s true duplicate subcluster because it matches the same concrete code path as its nearest variants and has the clearest overlap with them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; only the shared issue theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models (CVT/FNet vs DeBERTa); not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower variant of the same change and could be merged with 44066." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet vs EfficientNet are separate model implementations; not duplicates." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and code paths (EfficientNet vs GPT-J/CodeGen)." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; same output-tracing theme is too broad to treat as a duplicate." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same theme, different implementation." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model refactors; not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file and appear to be near-identical decorator-migration variants." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same general refactor pattern but not the same bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; unrelated model code." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and different forward paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are distinct models and changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo refactor vs Flaubert refactor; separate code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; only the output-tracing style is shared." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different models and code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; unrelated refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not a duplicate." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2 are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert; separate code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "Segformer vs GPT-Neo are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; same output-tracing theme but different change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with direct file overlap; 44722 is effectively the consolidated version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs ResNet/RegNet are separate refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; not the same bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs VITS; unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44044", + "accept": false, + "reason": "ResNet vs DeBERTa; only the refactor style overlaps." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44066", + "accept": false, + "reason": "DeBERTa and GPT-J/CodeGen are unrelated model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are distinct models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; unrelated refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44129", + "accept": false, + "reason": "Segformer vs SpeechT5; same theme, different implementation." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert; unrelated model changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats most pairs as non-duplicates due to distinct model/code paths, and it only marks the GPT-Neo pair plus the GPT-J/CodeGen trio as mergeable overlaps. The accepted soft-edge verdicts are supported by shared files and very similar refactor diffs, so 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": 14, + "component_count": 37, + "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": "918b29151bb54b0b2ce24641aeecf7db9cc6ddd69c5cdcb16ff2779098ca2b94", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific migrations to standardized output tracing/capture, but they touch different architectures and code paths, so they are related maintenance changes rather than duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the best representative because it has an explicit issue target and clearly shows the same standardized output-capture migration pattern in a concrete model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the strongest single representative of the cluster: it is well-scoped, traceable to an issue, and clearly demonstrates the refactor pattern without being overly broad.", + "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) with separate implementations; not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different model code paths; the shared theme is a refactor pattern, not one duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct model-specific migrations, so they are not mergeable as one concrete PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet affects different files and model logic; similar refactor theme, but not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the overlap is only the standardized output-capture pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model paths, and only one has an explicit issue link; this is not a single 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": 15, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030", + "pull_request:46438" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44000|pull_request:46438", + "pull_request:44027|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "0d9f3e94745727ba47cfd5dac03dff5ec56f250cedbcebefe2463b94d0c6bf4d", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43575, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43575, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of independent model-specific \"refactor output tracing\" PRs across unrelated architectures, plus one unrelated modular-conversion utility speedup. They share a pattern and vocabulary, but not the same underlying bug or mergeable change, so none of the soft edges should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the most representative single PR here: it applies the tracing refactor to two closely related depth-anything model files and shows the common decorator/config cleanup pattern clearly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative of the cluster because it is broader than the single-file wrapper refactors and still squarely matches the shared output-tracing refactor theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor style, but different model families and code paths; not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are tracing refactors, but they target different models and entrypoints." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations; similar pattern only, not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Mamba/falcon_mamba is a different code path from timm_backbone; too broad to treat as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and forward logic; shared tracing cleanup is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; both refactor outputs but do not fix the same concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model code paths with only superficial similarity in tracing refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and DepthAnything are unrelated models; these PRs are not mergeable as one change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Wrapper/output-tracing cleanup in different model families; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrapper code path from MobileNetV1; not a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are output-tracing refactors, but on unrelated CLIP-style vs audio model code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations and call stacks; same theme, not same bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba are unrelated code paths; cannot plausibly be one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and outputs; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Audio generation and mamba state tracing are distinct problems." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and forward semantics; no shared underlying bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different subsystems with different output plumbing." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths; similar cleanup only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba tracing refactor and CodeGen output-tracing refactor are different model-family changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone vs CodeGen are unrelated; only the naming pattern matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and output contracts; not one duplicate fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and code paths; too broad to combine." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen do not share the same underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are unrelated models; similar refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and entrypoints; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are separate code paths with different output types." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and tracing behavior; not mergeable as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated implementation paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models with different forward APIs; not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and output contracts; only the refactor motif matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different subsystems; no shared concrete bug or change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different code paths and output semantics; not one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR do not address the same underlying issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations with different output plumbing." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and output structures; not a duplicate." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model changes, not one mergeable fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "Completely unrelated: model output tracing refactor vs modular-conversion process-pool optimization." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Different subsystem and purpose; no shared bug or change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "Model tracing refactor and build-script performance work are unrelated." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "SuperPoint tracing cleanup and modular conversion speedup are unrelated changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "No overlap beyond general repository maintenance; 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": 16, + "component_count": 37, + "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": "159617c547d7258c911c8b923bda332ce9016e97695b74a8f5973ab710f9dc4e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share some Transformers boilerplate files, but they implement different models and do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "45401 is the better anchor for the cluster because it has an explicit issue target (#45027) and a focused Voxtral TTS implementation. 44662 is a separate PenguinVL model addition with different scope.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the most clearly specified PR in the set: it is tied to an issue, and its changes are cohesive around one model family. It is not a duplicate of 44662, but it is the strongest representative if one PR must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: PenguinVL and Voxtral TTS are different models with different implementation code paths. The shared files are generic Auto/docs registration boilerplate, which is not enough to treat them as the same underlying change or merge them 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": 17, + "component_count": 37, + "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": "2b41329e05f186b6815165e354d6d99bf0d338fa7b4238dfe86acba226ea0ba5", + "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": "This cluster is centered on the same evolving kernel-fusion feature for Transformers. The newest PR (46339) looks like the most complete representative; the earliest API PR is related but too broad and still distinct from the later KernelConfig integration work.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46339 is the broadest and latest implementation of the n-to-1 kernel fusion path, with the same core files and tests as the earlier KernelConfig PRs plus further simplification/extension work.", + "best_issue_reason": null, + "best_pr_reason": "PR 46339 is the best overall representative because it most clearly captures the mature version of the same kernel-fusion feature and appears to subsume the earlier KernelConfig work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but 44979 is a separate Module Fusion API proposal while 45363 implements KernelConfig-based kernel fusion integration; they are not the same concrete change and could be merged independently." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Both target the same n-to-1 KernelConfig kernel-fusion implementation and touch the same loading/integration code path; 46339 reads like a direct extension/refinement of 45363." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "These are clearly the same kernel-fusion feature family, with the same shared files and nearly identical focus on KernelConfig-driven n-to-1 fusion; 46339 appears to supersede and refine 45666." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The PR relationships are described in line with the titles, shared filenames, and overlap evidence, and the non-mergeable 44979 vs 45363 verdict is reasonably cautious. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 37, + "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": "974a0a5573ac57559db870964a3297d8fd7ad821e9633277a8cfcabd0304ca93", + "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 patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it adds tests and a clearer fix description.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical representative: it implements the same concrete fix as 45086 but adds test coverage and a clearer, more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall candidate because it addresses the bug directly and includes validation, making it the best representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "They make the same code-path fix in src/transformers/tokenization_utils_tokenizers.py for the same issue target, and the second PR appears to be a superset with tests; these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 37, + "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": "2f67bc49241792919e0e19eb1dc44543fce76a7e7504c49ff2c3a17e48dffcab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch NemotronH, but they address different changes: one is a narrow checkpoint conversion/mapping refactor, the other is a broader architectural split into NemotronH Dense/Sparse with docs and auto-model updates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; if forced to pick a canonical PR for the cluster, PR #45569 is the more central and comprehensive NemotronH change, while PR #45115 is a smaller supporting conversion-mapping update.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative because it implements the larger product change: new Dense/Sparse model families, auto mappings, docs, and tests. PR #45115 is narrower and mostly about conversion key renaming for checkpoint loading.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH files, but they are not the same fix. #45115 is about conversion key renaming for checkpoint mapping; #45569 is a broader model refactor/split into Dense and Sparse variants with docs and 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": 37, + "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": "8dd641416c125978d2438fdfa0369c7ec14de94ca114da885308b788d0390bf9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds full heterogeneous model support across modeling/cache/masking paths, the other adds only heterogeneous config support. They overlap in shared config files but are not duplicates of the same concrete change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader end-to-end heterogeneous model support change and subsumes the config-layer pieces touched by 45333.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best cluster representative because it covers the main implementation scope across modeling code paths, while 45333 is a narrower config-only subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: 45333 is config-only support, while 45332 adds the wider heterogeneous-model runtime changes. They are related pieces of the same feature family, but not the same underlying PR change and would not cleanly collapse into one duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 37, + "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": "96b45f782b2beb34357bdc7069414b2d863d9d25c289caafd1578bade923b4b5", + "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 typing-related PRs overlap in a few files, but they address different changes: one is a broad type-checking sweep across many transformer modules, the other adds reusable typing protocols and related plumbing for specific code paths. They are related, but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, self-contained change: it adds typing helpers/protocols in `_typing.py` and threads them through a few targeted call sites.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a clearer concrete typing improvement rather than a broad repo-wide type-checking pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: 45415 is a broad type-checking cleanup across many files, while 45425 introduces specific typing protocols and related call-site changes. Shared filenames and the typing theme are not enough to make them the same underlying change, and they would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 37, + "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": "bf3c9ab7531938b7ce3913888fd8e2a03c5dad87fa9281edb2b438bf1cfbce1a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level: both fix cached multi-token forward paths, but they target different model families and distinct implementations. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the stronger canonical PR candidate: it has an explicit issue target, is narrowly scoped to Mamba2 cache handling for seq_len > 1, and the diff directly addresses the concrete bug in one code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best overall fit because it is the most focused, has a direct issue link, and presents a clear single-bug fix rather than a broader multi-model patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs in different architectures: #45513 fixes Qwen3.5/GDN linear attention cached multi-token forward, while #46084 fixes Mamba2 use_cache behavior for seq_len > 1. Same general theme, but not the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 37, + "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": "7b7b2b7a4564af729ed75744a7334cb54ec71d6066154cb6af0b8ebf077aa003", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs concern expert parallelism, but they fix different failures: #45548 adjusts config serialization and adds an EP flag for loading with Accelerate/DeepSpeed ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. Same subsystem, different bug and code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a concrete runtime corruption bug with a multi-file code-path fix; #45548 is a separate loading/serialization fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best standalone candidate: it addresses a clearly described, user-visible failure mode and its diff directly matches that bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Do not merge: #45548 fixes EP/ZeRO-3 loading by serializing distributed_config and exposing has_ep, while #45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. Different underlying bugs and different fix paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 37, + "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": "59d16c40c37086771ca8ae85e6ae42e179178794ac36cb2b8e75f171e8164599", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying xdist collision problem for `captured_info` debug artifacts in testing utilities. PR #45645 appears to be the more complete version because it includes the `testing_utils.py` fix plus CI/workflow handling to preserve and aggregate multiple captured-info files.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose #45645 as canonical PR: it covers the same core xdist-safe captured-info fix as #45639, but also updates CI handling so the artifact logs are preserved and collected correctly in the broader workflow.", + "best_issue_reason": null, + "best_pr_reason": "#45645 is the best representative because it addresses the same concrete bug and appears to be the more complete end-to-end fix, not just the library-side change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same concrete bug: xdist collisions for `captured_info` debug artifacts. The PRs share the same core files and issue target, and #45645 looks like a superset/continued implementation of 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": 25, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "7b9e7dae8fcf4d7d64647a2b77916210a6f607593ebf0695fdf37ec626a5472c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No true duplicate PR cluster here: the RecurrentGemma SDPA-dispatch PR is only superficially similar to the BLIP-2/InstructBLIP SDPA-dispatch PR, and both are unrelated to the AutoModel registry tweak for glmasr. I would not merge any of the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46401 is the strongest representative of the cluster\u2019s broad theme because it makes a concrete SDPA-dispatch change across the BLIP-family models and includes accompanying tests; however, it is still a distinct change from the RecurrentGemma dispatch PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 46401 is the best overall PR to keep as the cluster anchor: it is the most substantial and well-scoped implementation among the three, while the other two are narrower and unrelated in concrete code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Unrelated changes: 45670 only adds glmasr to AutoModel generation mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. Different code paths and no plausible single-PR merge target." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are SDPA/attn_implementation work, but they target different model families and distinct implementations. This is shared pattern/subsystem work, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 37, + "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": "ffa079886bf5dbed9c78f5dba68fb6c4744114f730dc234a330ce22261ba7446", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in Transformers modeling/processor code, but they implement different lint rules and fix different issues. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46259 is the cleaner representative change in this cluster: it introduces TRF018 with docs and targeted processor/model updates. PR #45720 is a separate TRF003 implementation focused on forward-signature/return_tuple behavior, so it is not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46259 is the most self-contained and clearly scoped of the two, with a named rule addition plus documentation. It is the better single representative for this cluster, though not a duplicate of #45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: #45720 implements TRF003 around can_return_tuple/forward signatures, while #46259 adds TRF018 for dead do_* preprocessing flags. Shared model filenames alone are not enough to merge these PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "edc38422d7866c17a442d58ed2dbd37b16bb4be56317dd62d43e2e27171e5e86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates. PR #45932 is a broad, unrelated infrastructure/model-change PR, while PR #46100 is a small ViT test-migration PR with intentional failing assertions. They do not target the same underlying bug or mergeable code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different intent and code paths: #45932 changes CI/workflow and multiple model files, while #46100 only edits a ViT test file and inserts failing assertions. They are not the same fix and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 37, + "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": "fda820a9228e5e01cdea18c67ecf0cf2a34b8388daddd7b0420e9d228e5aab54", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related theme-wise (adding SDPA dispatch support), but they target different model implementations and code paths, so they are not duplicates. The broadest representative is the multi-model PR for wav2vec2_conformer/bert and SeamlessM4T/v2.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, covering multiple model families and the most files/tests, while still being the same general SDPA-dispatch workstream.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the best cluster exemplar because it has the widest scope and strongest signal for the shared feature area, even though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch support, but one is for CTRL and the other for T5. They touch different model-specific code paths and are not the same concrete change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "The overlap is only at a broad feature level. PR 46073 targets CTRL, while PR 46196 covers wav2vec2_conformer/bert and SeamlessM4T/v2, so these are separate implementation efforts." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both are SDPA support PRs, but they fix different model families and do not appear mergeable into one concrete code-path 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": 30, + "component_count": 37, + "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": "98510e59bb9005072e3fb6ec5c71b52469a899057837d78768ba048a56f49e59", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related distributed-training PRs, but they are not duplicates: one is a focused EP/router + Trainer integration, while the other is a broad distributed-branch base affecting many subsystems and CI.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "46269 is the broader foundational distributed-branch PR, touching many core distributed modules plus CI; 46126 is a narrower follow-up that builds on that base rather than reproducing the same change.", + "best_issue_reason": null, + "best_pr_reason": "46269 is the best representative of the cluster because it is the more central umbrella change and the one most likely to anchor the surrounding distributed work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames only show overlap in the distributed stack, but the PRs target different concrete changes: 46126 adds EP/router masking and Trainer integration, while 46269 is a large base branch update across distributed infra and CI. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "0d41c7815e88fabc403d7d8c9f9b1ff559a8e39f2168f2113f220f9ee3dee15e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests touch different workflow files and solve unrelated problems: one changes how self-comment CI passes PR text to a script, the other hardens ssh-runner by pinning a download and clearing HF_TOKEN. They should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate workflow maintenance changes with different purposes and code paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a suitable global representative for deduplication because they address unrelated workflows rather than the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflow files and different changes: stdin handling for self-comment CI vs. security/pinning and env cleanup in ssh-runner. Not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 37, + "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": "ef36790e83db71a0f02ad26b79dab4a442334cf62041de273843556f2027bc7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "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 are about avoiding brittle direct file reads when inspecting source, but they fix different code paths in different modules. They are related in theme, not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the better canonical representative because it targets a concrete source-reading heuristic in `modeling_utils.py` and includes test coverage, whereas #46152 is a separate helper-level change in `import_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest standalone candidate: it addresses a specific runtime behavior in `_can_set_attn_implementation` and is more fully substantiated by tests. #46152 is adjacent but not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both replace brittle `open()`-based source access, but they touch different modules (`import_utils.py` vs `modeling_utils.py`) and different mechanisms, so they are not the same underlying bug or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 37, + "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-46173-6", + "nodes": [ + "pull_request:46173", + "pull_request:46343", + "pull_request:46436", + "pull_request:46474", + "pull_request:46475", + "pull_request:46481" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46481", + "pull_request:46436|pull_request:46474", + "pull_request:46474|pull_request:46481", + "pull_request:46474|pull_request:46475", + "pull_request:46173|pull_request:46474", + "pull_request:46343|pull_request:46475" + ], + "prepared_review_unit_hash": "95ec3a969dde594b9da5dc1efd39c7acae2fb2daac8d4cb13454bc96854b7af5", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14073, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14073, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set contains three separate duplicate PR topics: StaticLayer.get_seq_length typing, static cache max-length handling, and Falcon-Mamba fallback warning wording. Only the pairs within each topic should be merged as duplicates; the cross-topic pairs are unrelated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole set; the items split cleanly into three distinct fixes with their own issue targets and code paths.", + "best_issue_reason": null, + "best_pr_reason": "No single global best PR. Within each topic, the more complete PRs are 46474, 46481, and 46475 because they include the final fix plus tests or fuller coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46481", + "accept": true, + "reason": "Same static-cache max-length bug in generation/utils.py, same issue target 46424, and nearly identical fix shape; these are duplicate PRs for the same code-path change." + }, + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different underlying change: 46436 fixes generation static-cache length selection, while 46474 only changes StaticLayer typing in cache_utils.py." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46481", + "accept": false, + "reason": "Unrelated fixes in different code paths: cache_utils return-type annotation versus generation cache-length logic." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46475", + "accept": false, + "reason": "Different subsystem and problem: StaticLayer type hinting versus Falcon-Mamba warning text, so they are not the same bug/change." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Both target the same StaticLayer.get_seq_length return-type annotation in cache_utils.py and share issue 45987; 46474 is a fuller follow-up with tests." + }, + { + "left": "pull_request:46343", + "right": "pull_request:46475", + "accept": true, + "reason": "Both address the same Falcon-Mamba fast-path warning text under issue 46234; 46475 is the more complete variant with test coverage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and supported by the packet. The accepted pairs share the same issue target and code-path fix, while the rejected pairs touch different subsystems or different bug fixes. The summary correctly separates the three topics and does not overclaim mergeability across them." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 37, + "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-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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": 35, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368" + ], + "prepared_review_unit_hash": "d950da02b7ef3fb76edfb11f0990804949d15a91a0dcc6890b344845c4ef4761", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5964, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5964, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three unrelated model-test PRs: one adjusts Cohere2Moe test setup for device-mapping/offload, and two independently skip incompatible quant_cache tests for different models. The only soft-link is broad similarity around quantized-cache testing, not the same concrete fix.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46337 is the best canonical PR because it addresses a specific failing Cohere2Moe test path with an actual test-environment fix, while the other two are small model-specific skips.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46337 is the strongest representative of the cluster: it has the clearest failure mode, concrete setup changes, and is more substantive than the two model-specific skip-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different failures: Cohere2Moe device-map/offload setup versus NemotronH quant_cache incompatibility. Same broad theme, but not the same underlying bug or change." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Cohere2Moe test infrastructure fix is unrelated to DeepSeek V4's quant_cache skip. They do not target the same code path or patchable change." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both are quant_cache skips, but for different model architectures with distinct cache implementations. Similar symptom, not the same concrete bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "48ef0914c96d5261bdb19f5057b403be152ffe4d91fd575c8efc2a3f9bbbfe42", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one is a draft infrastructure feature for multimodal continuous batching, the other is a new HunYuan VL model implementation and docs. They do not fix the same code-path problem and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different areas and different changesets, so there is no duplicate pair to collapse into one canonical pull request.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the better standalone PR because it has a focused scope around a single model addition, whereas PR 46376 is a broad draft feature spanning continuous-batching internals.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different changes entirely: continuous-batching multimodal support vs. a new HunYuan VL model and docs. They do not share the same concrete bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46465-2", + "nodes": [ + "pull_request:46465", + "pull_request:46470" + ], + "soft_pairs": [ + "pull_request:46465|pull_request:46470" + ], + "prepared_review_unit_hash": "2d028eb1ee5c9984d03de8b7fe0120f92f53c9aa09665e236207f7f1d4160ba8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4986, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4986, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same decoder input-validation error-message area in T5-family models, but they implement different text fixes. One broadens/rewords the message across more model files, while the other narrowly corrects the decoder prefix formatting and adds tests.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46470 is the cleaner anchor: it directly fixes the decoder validation message formatting in the affected T5/MT5/uMT5 code paths and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46470 is the best overall candidate because it is focused, tested, and matches the concrete error-message bug without extra wording changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46465", + "right": "pull_request:46470", + "accept": false, + "reason": "Shared issue target aside, these are not the same concrete change: #46465 adds a new explanatory sentence and broader wording changes across more model files, while #46470 only changes the decoder prefix formatting and test coverage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/manifest.json b/snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f4ca0d5beb8d07b7f439ca917243a329237670c5 --- /dev/null +++ b/snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260608t000032z", + "artifacts": { + "hybrid": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-08T00:06:17Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260608T000032Z", + "variant": "hybrid" +} diff --git a/snapshots/20260608T000032Z/manifest.json b/snapshots/20260608T000032Z/manifest.json index cc7f526b4ea7ca29348eaffe207fae906120f3a6..3426f8528f07380c2da2193578792e5863910739 100644 --- a/snapshots/20260608T000032Z/manifest.json +++ b/snapshots/20260608T000032Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 401 }, "extracted_at": "2026-06-08T00:00:32Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260608t000032z", + "runs": { + "hybrid-model-20260608t000032z": { + "analysis_id": "hybrid-model-20260608t000032z", + "artifacts": { + "hybrid": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/manifest.json", + "model": null, + "published_at": "2026-06-08T00:06:17Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260608T000032Z", "watermark": {