diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e78a1857ee5ca2b273ba896cdf1a0d3c868f5882..c10ac483531c01858ac173752c992bb1a2181fa7 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": "20260602T060026Z", - "generated_at": "2026-06-02T06:06:09Z", + "snapshot_id": "20260602T180035Z", + "generated_at": "2026-06-02T18:08:13Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1422,6 +1422,364 @@ } ] }, + { + "cluster_id": "cluster-45363-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 45666, + "issue_numbers": [], + "pr_numbers": [ + 45363, + 45666, + 46339 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45363, + "right_pr_number": 45666, + "code_similarity": 0.392, + "size_similarity": 0.298, + "file_overlap": 0.571, + "area_overlap": 0.329, + "patch_similarity": 0.306, + "shared_filenames": [ + "fused_qwen_example.py", + "src/transformers/integrations/__init__.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "fused_qwen_example.py", + "left_ranges": [ + [ + 1, + 30 + ] + ], + "right_ranges": [ + [ + 1, + 49 + ] + ] + }, + { + "filename": "src/transformers/integrations/__init__.py", + "left_ranges": [ + [ + 67, + 81 + ], + [ + 226, + 240 + ] + ], + "right_ranges": [ + [ + 67, + 73 + ], + [ + 222, + 228 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ] + } + ] + }, + { + "left_pr_number": 45363, + "right_pr_number": 46339, + "code_similarity": 0.504, + "size_similarity": 0.842, + "file_overlap": 0.286, + "area_overlap": 0.591, + "patch_similarity": 0.291, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 14, + 51 + ], + [ + 284, + 293 + ], + [ + 520, + 744 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4257 + ], + [ + 4651, + 4664 + ] + ] + } + ] + }, + { + "left_pr_number": 45666, + "right_pr_number": 46339, + "code_similarity": 0.423, + "size_similarity": 0.354, + "file_overlap": 0.667, + "area_overlap": 0.283, + "patch_similarity": 0.356, + "shared_filenames": [ + "src/transformers/core_model_loading.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py", + "tests/kernels/test_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ], + "right_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ], + "right_ranges": [ + [ + 14, + 51 + ], + [ + 284, + 293 + ], + [ + 520, + 744 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4257 + ], + [ + 4651, + 4664 + ] + ] + }, + { + "filename": "tests/kernels/test_kernels.py", + "left_ranges": [ + [ + 19, + 54 + ], + [ + 228, + 281 + ], + [ + 294, + 317 + ], + [ + 605, + 995 + ] + ], + "right_ranges": [ + [ + 21, + 28 + ], + [ + 33, + 39 + ], + [ + 90, + 103 + ], + [ + 217, + 301 + ], + [ + 314, + 337 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", @@ -1615,60 +1973,77 @@ ] }, { - "cluster_id": "cluster-45932-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 45932, - "issue_numbers": [], - "pr_numbers": [ - 45932, - 46100 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45932, - "right_pr_number": 46100, - "code_similarity": 0.018, - "size_similarity": 0.088, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-44002-2", + "cluster_id": "cluster-43656-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44002, + "canonical_pr_number": 43656, "issue_numbers": [], "pr_numbers": [ - 44002, - 44029 + 43656, + 43842 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] } ] }, @@ -1977,6 +2352,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2003,15 +2387,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2030,6 +2405,16 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45363-3", + "canonical_pr_number": 45666, + "duplicate_pr_numbers": [ + 45363, + 46339 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45363-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2047,15 +2432,6 @@ ], "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-45932-2", - "canonical_pr_number": 45932, - "duplicate_pr_numbers": [ - 46100 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45932-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 719a41584d4b0362ecd7f2fbd28ac6cdba85cef3..30a6d3e93767a41c07652bab5ef92feb677d47fe 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": "20260602T060026Z", - "generated_at": "2026-06-02T06:06:09Z", + "snapshot_id": "20260602T180035Z", + "generated_at": "2026-06-02T18:08:13Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -136,424 +136,400 @@ "issue:45823|issue:46294", "issue:45237|issue:45901" ], - "prepared_review_unit_hash": "7e71c731fa2d8e67e4bcd8005016539595c7ea54268134d7db30ca1f0966aa6c", + "prepared_review_unit_hash": "4b91606b18ab02b69bdfd5cb81637fd5e35da55367f4665505e4953e57139c01", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 67, - "serialized_chars": 47828, - "estimated_input_tokens": 11957, - "estimated_eval_tokens": 24170 + "serialized_chars": 47832, + "estimated_input_tokens": 11958, + "estimated_eval_tokens": 24172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster. The only clear duplicate family is the DeepSpeed ZeRO-3 \"index 0 is out of bounds\" reports around model init/loading; most other pairs are different models, APIs, or docs changes.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43596 is the broadest representative of the ZeRO-3 index-out-of-bounds family, and it matches the accepted BERT/Gemma3-style reports on the same failure mode.", + "summary": "This cluster is mostly a grab-bag of unrelated model/backend/docs issues. I only see one strong duplicate pair: the two DeepSpeed ZeRO-3/BERT IndexError reports. Everything else is too loosely related to merge safely.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43596 is the earliest and cleanest report of the exact ZeRO-3/BERT IndexError; issue:43638 reads like a later re-report of the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 best captures the shared DeepSpeed ZeRO-3 init/loading bug with a concise, generic title; it is the most reusable canonical issue among the close matches.", + "best_issue_reason": "issue:43596 is the best representative issue here because it has the clearest error signature and the strongest duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failure modes: missing Qwen3.5 config attribute vs streaming chat/completions error." + "reason": "Different problems: config attribute missing vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated problems: AMD GPU support for GPT-OSS vs an MPS histogram kernel error." + "reason": "Different models and different backend errors; only a vague hardware/backend overlap." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different error paths (dtype mismatch vs AMD GPU runtime failure)." + "reason": "Different model-specific dtype mismatch vs AMD GPU support failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different concrete bug: autocast dtype mismatch in Phi-tiny-MoE vs GPT-OSS on AMD GPUs." + "reason": "Both are backend/runtime issues, but they are different model/code paths and errors." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific runtime issues; no shared code path is evident." + "reason": "Different MoE/model bugs; no evidence of the same failing code path." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and errors: Qwen-3 NVFP4 failure vs GPT-OSS AMD GPU failure." + "reason": "Different model/runtime failures; not the same bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are failures, but on unrelated paths: DeepSpeed collective mismatch vs ONNX export." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and subsystems: export-to-ONNX vs FineGrainedFP8 runtime failure." + "reason": "Different models and different failure modes." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "No common concrete bug; ONNX export error vs Qwen3 auto device-map cuda assert." + "reason": "ONNX export bug vs auto device-map CUDA assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different topics: table QA crash vs stale RAG examples documentation." + "reason": "Task crash vs outdated RAG docs; not the same underlying issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5, but they are different removed features and different docs surfaces." + "reason": "Both are v5 docs cleanup items, but they cover different removed docs/features." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different issues: ModernBERT ONNX export vs GenerationMixin import failure." + "reason": "ONNX export issue and GenerationMixin import error are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training problems: Qwen3.5 input embedding unpacking vs resume/trust_remote_code behavior." + "reason": "Different training/resume problems; no shared concrete bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different tensor mismatch complaints on different models and code paths." + "reason": "Mask shape IndexError is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-style reports, but the underlying path and model family differ." + "reason": "Both are IndexErrors, but the failing code paths and symptoms differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated: ZeRO-3 BERT index error vs training-resume/trust_remote_code issue." + "reason": "DeepSpeed/BERT init bug is unrelated to resume-with-trust-remote-code." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different models and failure mechanisms; no shared underlying bug is apparent." + "reason": "Different model and different error; no duplicate evidence." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error shapes: ZeRO-3 init IndexError vs mask/tensor shape mismatch." + "reason": "Different IndexError context and likely different triggering condition." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape mismatch crash vs GPT-OSS tensor-parallel issue; different code paths." + "reason": "Mask IndexError vs GPT-OSS TP issue are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different features: Qwen3-VL video StopIteration vs training resume/trust_remote_code." + "reason": "Video chat-template failure is unrelated to resume/trust-remote-code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 BERT init error is unrelated to the resume/trust_remote_code problem." + "reason": "Different failure modes and code paths." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config regression (missing pad_token_idx) is unrelated to training resume behavior." + "reason": "Config field regression vs training-resume issue are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: BarkProcessor voice preset vs ModernBERT ONNX export." + "reason": "Processor preset bug and ONNX export bug are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the specific failures and model paths are different." + "reason": "Both mention DeepSpeed, but the concrete errors and model paths differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds failure during model init/loading; likely the same underlying DeepSpeed bug." + "reason": "Same exact ZeRO-3/BERT IndexError; 43638 looks like a later duplicate report." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different problems: detokenization bug vs LoRA merge/save/reload mismatch." + "reason": "Both are user-facing correctness complaints, but about different models and bugs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different issues: Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel bug are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different models and bug classes; not a duplicate." + "reason": "Different model/runtime problem and different failure signature." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed training failures and different concrete error messages." + "reason": "DeepSpeed-related training errors, but not the same concrete bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP/activation-checkpoint recomputation mismatch vs generic tensor mask shape mismatch." + "reason": "Activation checkpointing/FSDP size mismatch is different from a mask shape IndexError." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model family, but different bugs: CPU offload incompatibility vs uninitialized-memory after materialization." + "reason": "Same component family, but different triggers: CPU offload forward path vs meta-to-empty materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT index error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "BERT/ZeRO-3 init crash is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Different training stack problems: checkpointing/FSDP mismatch vs custom trainer signature change." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "Different topics: AMD GPU support vs outdated RAG examples docs." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Liger Kernel cross-entropy issue and tensor shape mismatch are unrelated." + "reason": "FSDP checkpointing mismatch is unrelated to CustomTrainer signature breakage." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Version compatibility complaints, but about different version pairs and different failures." + "reason": "Different model/runtime issues; no same underlying bug." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Different incompatibilities: vLLM/PaddleOCR-VL loading vs USE_DISTRIBUTED=0 regression." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds error during model loading/init; Gemma3 and BERT look like repros of the same bug." + "reason": "Different models and different runtime errors." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Both are v5 docs cleanup items, but they refer to different removed APIs and different documentation pages." + "reason": "Different model-specific dtype/NVFP4 failures." }, { "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Different model-specific failures: image preprocessor dtype mismatch vs video StopIteration." - }, - { - "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different kernel/runtime bugs: autocast dtype mismatch vs MPS histogram not implemented." + "reason": "Different device/backend issues on different models." }, { "left": "issue:44918", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Unrelated: Qwen3.5 SFT trainer input handling vs MPS MoE histogram error." + "reason": "Different training path and different model-parallel bug." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "Different concrete paths: Liger Kernel cross_entropy vs Phi-tiny-MoE autocast mismatch." + "reason": "Different model families and different failure modes." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature error are unrelated." + "reason": "NVFP4 runtime error is unrelated to TRL SFT embedding unpacking." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "FSDP checkpointing mismatch vs missing GenerationMixin import." + "reason": "Different MoE/backend problems; not the same bug." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Different features and errors: GPT-OSS on AMD vs table-question-answering crash." + "reason": "Cross-entropy/Liger Kernel issue is unrelated to TRL SFT trainer behavior." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Same model family, but different bugs: device mismatch with auto device_map vs expensive reverse embedding lookup." + "reason": "Gemma3 ZeRO-3 loading issue is not the same as BERT ZeRO-3 init crash." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Version incompatibility vs model-specific NVFP4 runtime error." + "reason": "Both are docs regressions after v5, but they refer to different removed items." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Different issues: activation checkpointing/FSDP mismatch vs Qwen3 auto device mapping cuda assert." + "reason": "Different multimodal model bugs and different errors." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:45685", "accept": false, - "reason": "Different model/runtime failures with no clear shared code path." + "reason": "Different backend/device compatibility issues with no shared concrete code path." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Different model families and failure mechanisms." + "reason": "TRl training bug vs MPS MoE histogram issue are unrelated." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Different MoE/dtype issue vs Qwen NVFP4 runtime error." + "reason": "Different model/runtime failures; not duplicates." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Different bugs: image-preprocessor/model dtype mismatch vs MPS histogram kernel limitation." + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Different training/inference problems on different models." + "reason": "Checkpointing/FSDP issue is unrelated to GenerationMixin import breakage." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Different model-specific runtime errors; no duplicate relationship is evident." + "reason": "Model-on-AMD runtime failure vs outdated RAG examples are unrelated." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Different failures: Qwen-3 NVFP4 runtime error vs TRL SFT unpacking issue." + "reason": "Liger Kernel cross-entropy call and mask shape IndexError are unrelated." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:45800", + "right": "issue:46304", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram Int error are unrelated." + "reason": "Version incompatibility reports, but about different package combinations and failure modes." }, { - "left": "issue:43039", - "right": "issue:44918", + "left": "issue:43296", + "right": "issue:46304", "accept": false, - "reason": "Liger Kernel cross-entropy issue vs TRL SFT trainer embedding unpacking are unrelated." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 breakage." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds error during model loading/init; both look like the same DeepSpeed issue." + "accept": false, + "reason": "Both are ZeRO-3 loading issues, but they involve different models and error paths." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different config/runtime problems: Gemma3TextConfig missing field vs Qwen3 device-map cuda assert." + "reason": "Different model-specific regressions with different failure modes." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs mismatches: return_all_scores behavior vs removed run command." + "reason": "Different docs topics and different removals." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different runtime problems: missing Float8 storage type vs USE_DISTRIBUTED=0 regression." + "reason": "Float8 storage error vs distributed-mode incompatibility are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model paths and symptoms: Gemma4 device mismatch vs Qwen3.5 video token/template mismatch." + "reason": "Device-mismatch forward bug and video chat-template token mismatch are unrelated." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime issues with no shared root cause." + "reason": "Different model/runtime issue vs task crash in table QA." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The ZeRO-3 index-out-of-bounds cluster around 43596/43638/41762 is supported by the packet, and the rest of the pairwise rejections are conservative given the differing titles/subsystems. No obvious overstatement of evidence." + "feedback": "The summary is well grounded in the packet: the 43596/43638 pair is the clearest duplicate candidate, and the rest of the cluster is conservatively treated as unrelated. The soft-edge verdicts stay on the cautious side and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -569,8 +545,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -666,293 +642,296 @@ "issue:43541|issue:44589", "issue:41093|issue:43596" ], - "prepared_review_unit_hash": "b11c274fc829410e66a64e4aaff96a2ebf072f3d8c31270976e55a5a2ff455c7", + "prepared_review_unit_hash": "d62bb2a541375df4fba0a070d7f7f38f81fb0ef905454502f1911f290feb39b6", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 42, - "serialized_chars": 39560, - "estimated_input_tokens": 9890, - "estimated_eval_tokens": 20036 + "serialized_chars": 39562, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions and model-specific bugs. The soft pairs share superficial similarity, but they do not look like the same concrete underlying issue or change, so none should be merged.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45020 is the broadest umbrella here: it describes a recent-version regression affecting remote-code models, which is the closest high-level match to the cluster\u2019s recurring compatibility/theme issues.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, but it does contain two likely related issue families: the tokenizer regression around Granite/Qwen-related models, and a Qwen3.5 video-input regression. The evidence here supports cautious duplicate-family grouping rather than hard certainty. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it is the broadest open report in the tokenizer-regression family and directly subsumes the narrower Granite-specific instance.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single representative issue because it is broad, version-regression oriented, and open-ended enough to subsume multiple related compatibility reports without overfitting to one model.", + "best_issue_reason": "issue:45920 is the strongest global issue representative since it is open, broad, and clearly covers the most supported duplicate subgroup in this packet.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different failures: processor handling for Voxtral vs Gemma4 PLE device-map mismatch." + "reason": "Different models and different failure modes; no convincing same-bug evidence." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different subsystems and symptoms: Liger Kernel cross-entropy routing vs Qwen3.5 video StopIteration." + "reason": "Unrelated Liger cross-entropy path vs Qwen video apply_chat_template failure." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Different bugs: detokenization regression for DeepSeek coder vs outdated RAG examples/docs." + "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." }, { "left": "issue:45812", "right": "issue:45920", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "accept": true, + "reason": "Same tokenizer regression family; 45812 is a narrower Granite-specific manifestation of the broader wrong-token-id issue in 45920." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to documentation/example updates." + "reason": "Checkpoint-loading failure and documentation/example cleanup are not the same underlying bug." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Broad similarity around version breakage, but one is remote_code model support and the other is a USE_DISTRIBUTED=0 PyTorch compatibility issue." + "reason": "Both are version breakages, but the concrete incompatibility and code path differ." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint / model artifact issue vs loader implementation failure for a different architecture." + "reason": "Both are load failures, but they involve different models and different root causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model loading/runtime error versus docs/example maintenance; no shared concrete code path." + "reason": "Model loading/runtime error versus a docs/examples issue." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params signature breakage is unrelated to PyTorch distributed support changes." + "reason": "bitsandbytes constructor incompatibility is unrelated to the USE_DISTRIBUTED=0 regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window-related config issues, but they involve different models and distinct integration failures." + "reason": "They both mention sliding-window concepts, but the model and specific bug differ." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading regression for GLM-4.7-Flash is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Different model-loading problems with no clear shared code-path." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors with zero-sized tensors, but they occur in different Bert/deepspeed scenarios and are not the same bug." + "reason": "Similar IndexError wording, but different models, triggers, and failure contexts." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading failure is unrelated to table-question-answering task crashes." + "reason": "Whisper loading failure is unrelated to the table-question-answering crash." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are separate compatibility regressions." + "reason": "Both are regressions, but they are different incompatibilities and not the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both involve runtime/compatibility issues, but one is DeepSpeed ZeRO-3 with Bert and the other is torch 2.4.1 vs transformers 5.8.0." + "reason": "Zero-3/BERT index error is unrelated to the torch/transformers compatibility breakage." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different failure domains: model detokenization regression versus QA pipeline crash." + "reason": "Different subsystems and different symptom classes." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and pydantic config regression are unrelated code paths." + "reason": "Unrelated model-loading failure versus pydantic/config regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 problems: chat template crash versus streaming inference API failure." + "reason": "Both involve Qwen3.5, but the concrete failures are different and do not look like the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Model loading error and table QA crash do not share a concrete underlying bug." + "reason": "Different runtime/model-loading issue versus task-level table QA crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and failure modes: Gemma3 config attribute error vs Gemma4 device placement bug." + "reason": "Shared version era, but the underlying model/config bugs are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Tied-weights regression and checkpoint corruption are different issues." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat/completions failure is unrelated to MPS histogram_int support in moe models." + "reason": "Chat streaming failure and MPS histogram error are unrelated code paths." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo tracing grouped_mm error is a different code path from the MPS Int histogram failure." + "reason": "Different MoE/runtime failures with no clear common root cause." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different precision/runtime issues: dynamo tracing grouped_mm vs autocast dtype mismatch." + "reason": "Both are runtime/dtype-adjacent, but not the same bug or change." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor/model loading failure for Voxtral is unrelated to compilation errors for non-template nodes." + "reason": "Different error types and different model paths." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different API regressions." + "reason": "GenerationMixin import failure is unrelated to Gemma3 sliding-window-pattern regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a torch/transformers compatibility issue; the other is a Gemma4 forward device-map mismatch." + "reason": "Torch/version incompatibility is not the same as the device-map forward mismatch." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but they involve different models and different zero-length tensor scenarios." + "reason": "Both are index errors, but the model context and trigger are different." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are separate model-format issues." + "reason": "vLLM model-load failure and GGUF support request are not the same underlying issue." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig regression." + "reason": "Missing pad_token_idx and pydantic field regression are different config problems." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "Different MoE/model-parallel problems, not one shared bug." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape/index errors, but they arise from different models and workflows." + "reason": "Both involve input handling, but the specific errors and code paths differ." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM is a different problem from tied-weights translation-model regressions." + "reason": "Quantization OOM and tied-weights regression are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming inference API failure are unrelated." + "reason": "Autocast dtype mismatch is not the same as the streaming chat API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different issue than the pydantic config regression." + "reason": "init_empty_weights/_is_hf_initialized error is distinct from the pydantic-field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming chat/completions failures." + "reason": "GGUF support request versus chat streaming failure; not the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video chat-template feature/token mismatch." + "reason": "Both are multimodal/video-adjacent, but the models and failure modes differ enough that this is not a safe duplicate." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic PretrainedConfig breakage are distinct regressions." + "reason": "Sliding-window model bug is unrelated to the pydantic config regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are version regressions, but one targets remote_code models and the other targets PyTorch/USE_DISTRIBUTED compatibility." + "reason": "Both are compatibility regressions, but they concern different breakages and code paths." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both involve video input on Qwen variants, but one is a broad v5.3.0 regression and the other is a specific apply_chat_template feature/token mismatch." + "accept": true, + "reason": "Same Qwen3.5 video-input regression family; 46294 looks like a concrete apply_chat_template manifestation of the broader bug in 44479." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to missing Float8 storage type support." + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are zero-size IndexErrors, but they occur in different models and initialization flows." + "reason": "Both are index errors, but they arise under different models and initialization flows." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering read is mostly grounded, and \"No PRs are present\" is correct. However, the summary overstates certainty by calling the two subgroups \"clear duplicate subgroups\" when the packet only gives soft-similarity evidence and no deterministic linkage. In particular, the Qwen3.5 video-input pair (44479/46294) looks related, but the evidence shown here supports a cautious \"likely same family\" characterization rather than a definitive duplicate claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -964,8 +943,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -1052,14 +1031,14 @@ "issue:44910|issue:45859", "issue:42947|issue:44387" ], - "prepared_review_unit_hash": "a2b79151a67fbadd21e8558fc30c59b7cd3bc9729d6cbbe78fc3703657801113", + "prepared_review_unit_hash": "9ce68f1dced2ddc4782979c8a279fd24f546b28a2395ab18923edbaf796dfe57", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -1074,204 +1053,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports. The only clear duplicate cluster is the Transformers 5.x non-persistent buffer regression: issues 43644, 43950, and 44534 describe the same underlying `register_buffer(persistent=False)` corruption/junk-fill problem.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43950 is the most explicit root-cause report for the non-persistent buffer regression (`from_pretrained()` corrupts `register_buffer(persistent=False)` buffers) and subsumes the related reports in 43644 and 44534.", + "summary": "This cluster is mostly heterogeneous Transformer bugs across different models and subsystems. The only clear duplicate group is the Transformers 5.x non-persistent-buffer regression: 43644, 43950, 44534, and likely 45902. The SigLIP2, Qwen3.5, Gemma, and quantization/offload reports look related at a broad theme level but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43950 is the best representative of the duplicate set because it states the underlying regression directly (`register_buffer(persistent=False)` corruption after `from_pretrained`) rather than just a symptom, and it matches the closest buffer-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best global issue candidate because it is the clearest, most specific statement of the shared bug and is central to the only accepted duplicate cluster.", + "best_issue_reason": "43950 is the strongest cluster anchor: it describes the concrete non-persistent-buffer bug in a way that subsumes the adjacent reports and is clearer than the symptom-only variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is about degraded text embeddings while the other is about nonsensical AutoModel/pipeline outputs; related area, not clearly the same bug." + "reason": "Both are about SigLIP2 bad outputs, but one is a comparative quality complaint and the other is a concrete AutoModel/pipeline failure; not enough evidence of the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different failures: multimodal `from_config` not unwrapping `text_config` versus `inv_freq` reading uninitialized memory after `to_empty(cuda)` materialization." + "reason": "Different failure modes: multimodal config unwrapping vs rotary-embedding buffer materialization." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "One is a missing TensorFlow backend / tensorboard-only environment issue; the other is a torch-transformers version incompatibility." + "reason": "Unrelated issues: missing TensorFlow backend handling vs a torch/transformers version incompatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different code paths: image preprocessor/model dtype mismatch versus TRL SFT embedding unpacking failure." + "reason": "Different models and code paths; image preprocessor dtype mismatch is not the same as TRL SFT embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP `'weight' must be 2-D` and Qwen3.5 embedding unpacking are distinct training/loading bugs." + "reason": "FSDP weight-shape error and Qwen3.5 SFT embedding unpacking are distinct bugs." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom model loading, but one is a cache-path collision and the other loads the wrong module after save/load; not the same defect." + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is wrong module selection after save/load." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization failure and flash-attn fallback gating are unrelated." + "reason": "Custom model initialization in Jupyter is unrelated to flash-attn fallback gating." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both concern tied weights, but they affect different models and different tying paths; too broad to treat as one bug." + "reason": "Both mention tied weights, but they affect different models and show different concrete failures." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and a generic GLM5 issue are not the same underlying problem." + "reason": "Different models and symptoms; no shared concrete code-path bug is apparent." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model issues." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are separate quantization/runtime issues." + "reason": "Qwen3Moe FP8 failure and flash-attn fallback checks are separate code paths." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weights handling are different problems." + "reason": "Quantization/offloading behavior is distinct from tied-weight loading." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and a docs typo are unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to the docs command removal." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied-weight issues." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen3.5 embedding unpacking under TRL and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." + "reason": "A cache-strategy typo and removed-run-command docs are different issues." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression and Qwen-3 NVFP4 runtime error are different bugs." + "reason": "Detokenization regression and Qwen NVFP4 runtime error are separate failures." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared underlying code-path problem is evident." + "reason": "Different model/runtime failures with no shared concrete bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same Transformers 5.x regression where non-persistent buffers are mishandled/corrupted during loading." + "reason": "Same Transformers 5.x non-persistent-buffer corruption regression, just described with different symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both touch SigLIP2, but docs example errors and model-quality/output complaints are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are corrupted or filled with junk on load." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 RLHF gradient explosion are different failures." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer kwarg and ZeRO-3 load index error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Likely the same non-persistent-buffer bug, manifested through `inv_freq` after meta-to-empty materialization." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different low-level bitsandbytes/storage errors with different symptoms and causes." + "reason": "Different bitsandbytes/storage incompatibilities." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and generic loading noise are not the same bug." + "reason": "Checkpoint corruption and loading noise are unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but one is a model output-quality complaint and the other is a text-embedding degradation issue; insufficient evidence they are the same defect." + "reason": "Both are SigLIP2 reports, but zero probabilities vs worse text embeddings are different symptom sets." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "AutoTokenizer loading error for Voxtral and missing `all_tied_weights_keys` on MolmoForCausalLM are unrelated." + "reason": "Bad tokenizer error messaging and missing all_tied_weights_keys are unrelated." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Model-quality regression and tokenization-version change are different problems." + "reason": "SigLIP2 output-quality complaints and tokenization changes in a version bump are different issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared-state rebuild bug and Qwen3_5Moe rotary embedding uninitialized memory are distinct." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 rotary-buffer initialization are unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention illegal memory access from 3D position_ids is not the same as CPU offload incompatibility in rotary embedding." + "reason": "Flash-attention illegal-memory-access and CPU-offload incompatibility are separate problems." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffective with LoRA and increased reserved memory under int4 quantization are different regressions." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "Same Transformers 5.x non-persistent buffer corruption/junk-fill regression, described from different angles." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Autocast dtype mismatch and RLHF NaN explosion are related only at a very high level; the concrete bugs differ." - }, - { - "left": "issue:36331", - "right": "issue:41762", - "accept": false, - "reason": "Unexpected `num_items_in_batch` argument and DeepSpeed ZeRO-3 loading index error are unrelated." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "Both involve initialization/materialization, but one is a non-persistent buffer regression and the other is a Qwen rotary-embedding uninitialized-memory bug." + "reason": "Gradient-checkpointing/LoRA ineffectiveness and int4 OOM are different memory regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "Accepted. The summary is grounded in the packet: the only clearly supported duplicate cluster is 43644/43950/44534 around the Transformers v5 non-persistent buffer corruption regression. The soft-edge rejections are conservative and do not overclaim equivalence from broad thematic similarity alone." + "feedback": "The summary is well grounded in the packet and stays conservative about the soft matches. The non-persistent-buffer cluster around 43644/43950/44534, with 45902 only marked as likely related, is supported by the titles; the rest are appropriately treated as heterogeneous or merely thematically similar." }, "evaluator_used": true, "retried": false, @@ -1377,9 +1362,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -1695,9 +1680,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -1937,8 +1922,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -2029,9 +2014,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -2259,8 +2244,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -2348,14 +2333,14 @@ "issue:44530|issue:45084", "issue:43425|issue:43716" ], - "prepared_review_unit_hash": "c3efc77e37542580c1f7ff8a28de7b58007a499844d96b5c3343e94df1041485", + "prepared_review_unit_hash": "772e73853bba3917fcdb728f4d4492e6a23eb80f2e6c2d1fbb2f6d41467dfaf6", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -2370,204 +2355,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set. The only clear duplicate chain is the `resize_token_embeddings` regression cluster, where the generic report is the best representative; most other soft pairs share a subsystem label but not the same underlying bug.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45292 is the most generic and central wording in the clear duplicate chain (`resize_token_embeddings` not updating outputs), while 45276 and 45335 look like model-specific manifestations of the same API regression.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions; the only clear duplicate family is the `resize_token_embeddings` regression affecting model-specific embedding/output paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the broadest and cleanest target for the duplicate family: it describes the generic `resize_token_embeddings` failure on output embeddings, while the nearby Gemma4/T5Gemma reports are model-specific manifestations of the same API bug.", "canonical_pr_reason": null, - "best_issue_reason": "45292 best represents the cluster because it states the core failure without narrowing to a specific model field, making it the most reusable duplicate target among the issue set.", + "best_issue_reason": "issue:45292 is the best canonical issue because it states the underlying API regression in a concise, model-agnostic way and can subsume the related model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model families and failures: Gemma4 FSDP/shared_kv_state bug vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + "reason": "Different models and different failures: Gemma4 FSDP2 `shared_kv_states` KeyError vs Qwen3.5 MoE CPU-offload rotary embedding incompatibility." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/OOM, but one is offloading behavior and the other is increased reserved memory under int4; not the same concrete bug." + "reason": "Both involve quantization/offloading symptoms, but the reported bugs are different: offloading with quantization vs increased CUDA reserved memory/OOM under int4." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference token leak and Gemma4 device-map mismatch are unrelated code-paths." + "reason": "Unrelated bugs: AudioFlamingo3 batch leakage during inference vs Gemma4 PLE device mismatch with `device_map=\"auto\"`." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected `_is_hf_initialized` arg during init_empty_weights is unrelated to Strix Halo mmap/OOM handling." + "reason": "Different problems: `init_empty_weights` gets an unexpected argument vs mmap-related OOM on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/loading problems on different models; no evidence of the same code path or fix." + "reason": "Both are quantization-related, but one is a runtime error on Qwen-3-8B-NVFP4 and the other is MXFP4 loading falling back to bf16 on a different model." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 model-loading issue and sinq save/load breakage are separate bugs." + "reason": "Distinct save/load issues: GLM5 model-loading failure vs quantized-by-sinq save_pretrained/from_pretrained corruption." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug in SwitchTransformers vs Gemma4 FSDP attention-state rebuild; unrelated." + "reason": "No shared bug: SwitchTransformers sparse-layer construction vs Gemma4 attention state rebuild during FSDP2 training." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "OOM symptoms overlap, but the causes are different: int4 reserved-memory regression vs mmap on Strix Halo." + "reason": "OOM symptoms alone are too broad; these concern different root causes and subsystems (int4 quantization memory vs mmap disabling on Strix Halo)." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is an eval-mode usage restriction." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings regression affecting output embeddings; 45276 is a model-specific variant of 45292." + "reason": "Same underlying `resize_token_embeddings` regression: Gemma4-specific missing update to embedding/output layers versus the generic output_embeddings report." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "One is a GLM-4.7-Flash loading problem; the other is a Qwen3.5 save_pretrained regression." + "reason": "Different breakages: unit-test loading of a specific model vs Qwen3.5 checkpoint save_pretrained regression." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode issue and RLHF NaN/SDPA math fallback issue are distinct." + "reason": "Completely different issues: gradient checkpointing eval-mode limitation vs RLHF NaN explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/from_pretrained handling is unrelated to Strix Halo mmap OOM." + "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both concern custom-model save/load, but one is file permission propagation and the other is loading the wrong module; different bugs." + "reason": "Both concern custom-model save/load workflows, but one is read-only permission propagation and the other is wrong module resolution after save_pretrained." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map assert and AudioFlamingo3 batch leak are unrelated." + "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batch leakage." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict config loading are separate model/config issues." + "reason": "Unrelated regressions: video-input handling for Qwen variants vs strict config blocking granite_speech loading." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling bug vs Gemma4 FSDP shared_kv_states bug; different paths." + "reason": "Flash-attention sinkless-model crash is not the same as Gemma4 FSDP2 shared_kv_states rebuild KeyError." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading and Strix Halo mmap OOM are unrelated." + "reason": "Different load-time issues: `torch.device(\"meta\")` model-loading failures vs mmap OOM workaround on Strix Halo." }, { - "left": "issue:43645", + "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in Jupyter and Trainer resume max_steps calculation are different problems." + "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume `max_steps` miscalculation." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers, but one is wrong token IDs for Granite models and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` bug family: one report says output embeddings are not updated, the other says decoder.embed_tokens is not updated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization problems are not the same as save/from_pretrained extra_state handling." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as meta-device loading breakage." + "reason": "Different dtype/load problems: autocast dtype mismatch for Phi-tiny-MoE vs meta-device model loading failures." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer/model loading failures, but they involve different models and likely different root causes." + "reason": "Both are model-loading related, but one is tokenizer vocab-size mismatch and the other is inability to load a specific model." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is too broad and does not match the specific autocast dtype mismatch bug." + "reason": "Torch version compatibility vs a model-specific autocast dtype mismatch are not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM." + "reason": "Different root causes: missing storage object for float8 serialization vs Strix Halo mmap/OOM behavior." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE conversion under accelerate+deepspeed and NemotronH checkpoint loading are separate model-loading failures." + "reason": "Different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs NemotronH checkpoint loading." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + "reason": "Different compatibility issues: compiled flex_attention on torch >= 2.9 vs Gemma4 PLE device mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenizer-version behavior change are unrelated." + "reason": "Whisper pipeline return_language regression is unrelated to tokenizer-output changes in Transformers versioning." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; different concrete failures." + "reason": "Both involve custom models on Transformers 5.0.0, but one is `base_model_prefix` loading and the other is notebook initialization; not the same concrete bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are not the same bug." + "reason": "Torch version incompatibility and Gemma4 device-map mismatch are different issues." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated." + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to the non-template-node compilation error." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are separate issues." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression family; 45335 is another manifestation where decoder.embed_tokens is not updated." + "reason": "Torch compatibility is unrelated to the Mistral-3 image preprocessor dtype mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the two resize_token_embeddings pairs, which are strongly supported by the titles and similarity signal. The rest of the verdicts avoid overclaiming by treating shared subsystems as insufficient for duplication, which matches the evidence." + "feedback": "The summary is well grounded in the packet, and the duplicate-family calls are conservative. The resize_token_embeddings cluster (45276/45292/45335) is the clearest canonical family, and the other soft-edge rejections stay within the evidence visible from titles/body-level cues." }, "evaluator_used": true, "retried": false, @@ -2583,8 +2580,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -2670,14 +2667,14 @@ "issue:34567|issue:40444", "issue:36032|issue:42915" ], - "prepared_review_unit_hash": "2169594f1ab50ca33d3c02ee3a5414ae81113dc3bb6725d8fbcb48ff16ec7e1e", + "prepared_review_unit_hash": "030e32045fca3f75f9947f655a20c51cb665d05718b90f27f39d18a078631a65", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -2692,198 +2689,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions: model/tokenizer loading failures, a few training/inference bugs, and some docs-only issues. The soft edges are mostly topical similarity rather than the same concrete defect, so I would not merge any of them.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster: a Transformers v5 model-loading regression affecting a generic code path (`base_model_prefix`) that matches the overall theme better than the narrower model-specific reports.", + "summary": "This cluster is thematically noisy: many issues mention Transformers v5 regressions, loading, tokenizers, or model-specific failures, but the soft pairs point to different concrete bugs rather than true duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43611 is the most representative broad regression report in the cluster: a generic Transformers v5 model-loading breakage centered on `base_model_prefix`, which best fits the repeated loading-related theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue to anchor this set because it describes a general v5 loading breakage rather than a one-off model or tokenizer symptom.", + "best_issue_reason": "issue:43611 is the best single anchor for this cluster because it describes a core v5 loading regression affecting model initialization, making it the most central and reusable issue reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Different problems: an isolated reproduction of an older issue vs a Qwen3.5 PagedAttentionCache crash with linear_attention." + "reason": "Both are inference/runtime problems, but one is an isolated reproduction and the other is a Qwen3.5 PagedAttention cache crash; different code paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Both are runtime failures, but one is torch.export/checkable-model logic and the other is Perceiver image-classification resolution handling." + "reason": "Different failures: `torch.export` with `torch_compilable_check` versus Perceiver image classification at non-default resolution." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language-return regression and git-oss-20b MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline `return_language` regression and GPT-OSS MXFP4 quantization fallback are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models vs a generic mask-shape IndexError; different code paths and symptoms." + "reason": "Qwen video-input regression and a mask shape mismatch `IndexError` are different bugs." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but one is about `return_all_scores` text and the other about removed pipeline tasks; not the same fix." + "reason": "Both are docs-related, but they cover different pipelines and different stale documentation; not the same change." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation error are distinct failures." + "reason": "Float8 storage lookup failure is unrelated to the template-node compile error." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch 2.10 compatibility vs TRL SFT trainer embedding unpacking are unrelated." + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking failure are different problems." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Saving/loading `extra_state` and unwrapping `text_config` are different serialization/config bugs." + "reason": "`save/from_pretrained` extra_state handling and `from_config` text_config unwrapping are separate loading paths." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a broad v5 dev regression and the other is a specific checkpoint weight-shape mismatch." + "reason": "Both involve Qwen3-VL loading, but one is a v5 loading regression and the other is a weight-shape mismatch for a specific checkpoint." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-token method conflict is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Tokenizer special-method conflict for T5 is unrelated to gguf loading breakage in `from_pretrained`." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error and compiled flex_attention failing on newer torch are unrelated." + "reason": "DeepSpeed ZeRO3/BertModel indexing failure and compiled flex_attention version breakage are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs and ModelOutput key assignment with `None` are different bugs." + "reason": "SigLIP2 nonsensical outputs and `ModelOutput` key assignment are different behavior bugs." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory use and Strix Halo mmap OOM avoidance are not the same defect." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM behavior." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM regression and est-roberta tokenizer load failure are separate model-specific issues." + "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different model-specific issues." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for est-roberta vs a Mistral regex patch crash; same area, different root cause." + "reason": "Tokenizer loading for est-roberta is unrelated to the Mistral regex patch crash." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction issue and a mistral_common continue_final_message bug do not share the same code path." + "reason": "An isolated reproduction of another issue and a mistral_common `continue_final_message` bug are not the same defect." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper pipeline language return regression and CamemBERT masked LM regression are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload-related, but XLNet positional encoding CPU placement and Qwen3.5 MoE rotary embedding offload compatibility are distinct." + "reason": "Both touch device placement, but XLNet CPU `arange` and Qwen3.5 MoE CPU offload are different code paths." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization of `extra_state` vs Qwen VL video-input regression are different bugs." + "reason": "Serialization of `extra_state` and video-input regression are unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and a Mistral tokenizer regex patch crash are unrelated." + "reason": "Loading `cjvt/sleng-bert` and the Mistral tokenizer regex patch crash are separate tokenizer bugs." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are different low-level regressions." + "reason": "Apple Silicon warmup `TypeError` and `_is_hf_initialized` flag breakage are different regressions." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model registry generation failure and compiled flex_attention failure are unrelated." + "reason": "Model-mapping script failure and compiled flex_attention breakage do not share the same underlying bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption; different underlying bugs." + "reason": "Both are Transformers v5 regressions, but one is base-model-prefix loading and the other is junk in non-persistent buffers." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss and tokenizer post-processor refresh logic are not the same issue." + "reason": "High perplexity on GPT-OSS and runtime special-token post-processor updates are unrelated." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline `return_language` regression are unrelated." + "reason": "Trainer GPU broadcast `NoneType` error and Whisper pipeline `return_language` regression are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and a template compilation TypeError are different problems." + "reason": "Image preprocessor dtype mismatch and template-node compile error are different failures." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load breakage and mistral_common final-message handling are unrelated." + "reason": "Quantized model save/load corruption and mistral_common message-finalization bug are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Tokenizer load failure for cjvt/sleng-bert and physical-intelligence/fast loading failure are distinct model-specific issues." + "reason": "Loading `cjvt/sleng-bert` and loading `physical-intelligence/fast` are separate model-loading issues." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from `trust_remote_code=True` config loading and Qwen3.5 PagedAttentionCache crash are unrelated." + "reason": "Missing fields with `trust_remote_code` in AutoConfig and Qwen3.5 PagedAttention cache crash are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting and Qwen2.5-VL iterable-dataset multi-image finetuning are different bugs." + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset multi-image finetuning are different bugs." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." } ] }, @@ -2992,14 +2989,14 @@ "issue:40444|issue:46326", "issue:36032|issue:43742" ], - "prepared_review_unit_hash": "5f2631094e14ecf6438352be93243e85c53a1ffaa0ed8ffa348ff25134bbb3db", + "prepared_review_unit_hash": "10874f2cc9356ec518878e016beb1b579bfb0500c2867ff497798c1985d3dc8b", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -3014,222 +3011,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct Transformers v5 regressions rather than true duplicates. I only see two soft-duplicate pairs that look like the same underlying bug: audio feature extraction around `_torch_extract_fbank_features`, and Qwen3.5 `save_pretrained` checkpoint serialization.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45216 is the clearest representative of the Qwen3.5 serialization regression cluster: it is a concrete `save_pretrained` failure, and it has the strongest overlap with the accepted sibling report 45357.", + "summary": "This cluster is mostly a bag of unrelated transformer regressions across different models and subsystems. The only clear duplicate-style pair is the Qwen3.5 save_pretrained serialization bug (45216/45357).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45216 is the earlier, broader report of the Qwen3.5 save_pretrained regression; issue:45357 reads like a later refinement of the same checkpoint/serialization bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best issue to keep as the canonical report because it is specific, reproducible, and directly captures the serialization regression without being overly broad.", + "best_issue_reason": "issue:45216 is the best representative because it states the regression generically and is directly corroborated by the later 45357 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper token handling, but one is about `batch_decode(skip_special_tokens)` and the other is an empty-transcription failure after `align_special_tokens`; not the same bug." + "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens behavior while the other is empty-transcription generation after align_special_tokens; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different failure modes and code paths: FineGrainedFP8Config vs PagedAttentionCache / `linear_attention` on Qwen3.5." + "reason": "Different models and failures: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache linear_attention group-type crash on Qwen3.5." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing crash vs template-node compilation error; unrelated underlying issues." + "reason": "One is a grouped_mm tracing failure in Mixtral; the other is a template compilation TypeError. No shared code-path evidence." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-load failures, but they involve different models and likely different root causes." + "reason": "Both are tokenizer/model loading failures, but for different repositories and likely different root causes." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers being corrupted and the other is general custom-model initialization; too broad to treat as the same bug." + "reason": "Both mention v5/custom initialization regressions, but one is about non-persistent buffers and the other about custom model init generally; too broad to treat as the same bug." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction path and the same `_torch_extract_fbank_features` failure around unsupported `center` handling." + "accept": false, + "reason": "Both are audio feature-extraction related, but the titles point to different failure modes and no concrete same fix is evident." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency is not clearly the same concrete defect as `get_seq_length()` returning a tensor instead of an int." + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length returning a tensor instead of int." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF loading problems for different models; similar area, but not the same bug." + "reason": "Both involve GGUF loading, but one is a gguf_file API break and the other is a Qwen2.5-GGUF v5 loading regression." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are separate loading paths." + "reason": "Dequantized gpu+cpu offload loading failure is unrelated to the Qwen2.5-GGUF v5 load failure." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "One is an `all_tied_weights_keys` attribute error, the other is a tokenizer-loading regression for a specific model; unrelated." + "reason": "Both are loading-related, but one is missing all_tied_weights_keys and the other is a specific model load failure; not the same bug." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output bug vs Qwen2.5-VL RoPE position scaling bug; different components." + "reason": "Different model families and different symptoms: hidden-states output bug vs rope-index temporal position scaling bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer special-token method conflict and custom-model/Jupyter initialization regression are unrelated." + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; different failures." + "reason": "A template-node compilation error is not the same as GraniteMoEHybrid calling an invalid method." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend inclusion bug vs backend-mapping validation error; not the same issue." + "reason": "Both touch backend registration, but one is missing TensorFlow in the torch extra and the other is an unsupported tensorflow_text backend; different issues." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio sampling-rate default mismatch vs MIMI encoder padding-mask batching bug; different behavior." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batch-vs-single mismatch are different bugs in different pipelines." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but for different models and likely different causes." + "reason": "Both are tokenizer load regressions, but they affect different models and there is no evidence they share the same root cause." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "General custom-model init regression vs non-persistent buffer junk; not the same concrete defect." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation performance overhead and cache-length return-type bug are unrelated." + "reason": "Generic custom model initialization breakage and non-persistent-buffer junk are related only at a very broad level; not enough to merge." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Mistral3 tied-weights bug and device-dependent serialization inconsistency overlap on weights, but they are not clearly the same code-path failure." + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 bad outputs and OmDet-Turbo input-size mismatch affect different models and subsystems." + "reason": "One is nonsensical SigLIP2 outputs with AutoModel/pipeline; the other is a processor/model input-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next load segfault vs Qwen3OmniMoe video-input validation error; unrelated." + "reason": "Different multimodal models and different crash modes: Llava Next segfault vs Qwen3OmniMoe video ValueError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Load-time noise reduction and Mistral regex patch crash are different problems." + "reason": "Loading-noise complaint and Mistral regex patch crash are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Missing tied-weights metadata is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure and template-node compilation error do not share the same underlying bug." + "reason": "FineGrainedFP8Config on Qwen3Moe and template compilation failure are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are output-mismatch bugs, but one is missing padding-mask support and the other is missing STE in DAC; different fixes." + "reason": "Both are audio-model bugs, but one is padding-mask batching and the other is DAC from_latents vs forward mismatch; not the same bug." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom-model notebook initialization and junk buffer initialization are different regressions." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to processor output-size mismatch." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer loading failure for a specific model vs a convert-tokens-to-ids performance regression." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Model loading failure and Mistral regex-patch crash are separate issues." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Different models and different failure mechanisms." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 `save_pretrained` serialization regression, with incorrect checkpoint / visual-encoder keys in v5.x." + "reason": "Jupyter custom model initialization and non-persistent buffer initialization are not the same concrete failure." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction failure vs compiled flex_attention failure on torch >= 2.9; unrelated." + "reason": "_torch_extract_fbank_features() is an audio frontend issue, while compiled flex_attention on torch>=2.9 is a separate compiler/kernel regression." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "IterableDataset multi-image prompt failure and `continue_final_message` bug on mistral_common tokenizers are different code paths." + "reason": "IterableDataset multi-image finetuning failure is unrelated to a mistral_common continue_final_message tokenizer bug." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM-125M loading key error are not the same bug." + "reason": "T5 tokenizer special-token conflict is unrelated to the MobileLLM-125M key error." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained serialization regression; 45357 is a narrower follow-up about incorrect visual encoder keys." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausible duplicates from their titles alone: the Whisper audio-feature extraction issues, and the Qwen3.5 `save_pretrained` serialization regression. The rejected pairs are generally framed with appropriate caution and do not overclaim duplicate status. No PR-pair mergeability issue applies here since these are issues, not PRs." + "feedback": "The summary is conservative and grounded in the packet. The only accepted pair, issue:45216 vs issue:45357, is supported by the shared Qwen3.5 save_pretrained regression wording, and the remaining soft-edge rejections are appropriately cautious based on differing titles/symptoms." }, "evaluator_used": true, "retried": false, @@ -3331,14 +3298,14 @@ "issue:43482|issue:43525", "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "6dd52b0c3c9e7dfa7495abdad0937905be1b8dfc6cc5198111b64d7530799023", + "prepared_review_unit_hash": "ba51210bbba9a96e2937b601e2e0cb86beeff9c4eee00e75bb748999481ca68f", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -3353,199 +3320,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false positives: the items cover many unrelated regressions across tokenizers, model loading, Qwen/VL, attention, training, and config behavior. I found no soft pair that appears to be the same concrete bug/change, so all candidate duplicate edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No safe canonical issue emerges here; the set is too heterogeneous and does not look like one underlying bug cluster.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No global best issue is suitable as a representative duplicate anchor because the issues span distinct code paths and model families.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The only plausible duplicate pair is the Qwen VL video/rope-index regression family; the rest differ in model, subsystem, or failure mode and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broadest representative of the only clear duplicate family here (Qwen VL video-input regression across multiple Qwen variants), and it best captures the shared underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the widest scope and strongest centrality for the cluster\u2019s only overlapping bug family, making it the best representative issue.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs unexpected _is_hf_initialized during init_empty_weights loading." + "reason": "Both are loading/initialization failures, but one is Qwen3MoE + FineGrainedFP8Config and the other is init_empty_weights with an unexpected argument; different concrete bugs." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "One is a Transformers v5 initialization flag regression; the other is mmap causing OOM on Strix Halo hardware." + "reason": "Unrelated failures: one is an _is_hf_initialized flag regression, the other is mmap/OOM behavior on Strix Halo." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Float8 storage lookup error are separate loading/runtime problems." + "reason": "Both involve FP8-ish loading problems, but the reported exceptions and code paths are different." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "lm_head weight tying in Mistral3 and LoRA merge with extended vocab are different model-collapse mechanisms." + "reason": "Shared theme of weight tying, but one is an lm_head tie bug in Mistral3 and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict is a tokenizer API bug; physical-intelligence/fast loading failure is a different regression." + "reason": "Different symptoms and scopes; one is an AddedToken argument collision, the other is a model load failure for a specific repository." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are distinct Transformers v5 issues." + "reason": "No concrete overlap: base_model_prefix loading regression versus non-persistent buffer junk in v5." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config parsing are unrelated." + "reason": "Different model/config issues; sliding_window behavior is unrelated to granite_speech strict-config loading." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are different model and stack failures." + "reason": "Different subsystems and models: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding_window." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3 auto device-map cuda assert do not share a code path." + "reason": "Tokenizer construction error versus device-mapping cuda assert; no shared underlying bug." }, { "left": "issue:44479", "right": "issue:45325", - "accept": false, - "reason": "Both involve Qwen VL models, but one is a broad video-input regression and the other is a specific rope-index scaling bug." + "accept": true, + "reason": "Both describe the same Qwen VL video-position/rope-index regression in transformers 5.3.0; one is the broad video-input regression, the other the specific still-image temporal position_ids symptom." }, { "left": "issue:44977", "right": "issue:46326", "accept": false, - "reason": "Flash-attention generation failure in Qwen3.5 and mistral_common continue_final_message behavior are unrelated." + "reason": "Different areas: flash-attention generation regression versus mistral_common continue_final_message tokenizer behavior." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Torch version incompatibility is not the same as noisy transformer loading output." + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens handling are unrelated symptoms." + "reason": "Unrelated issues: perplexity on gpt-oss-20b versus Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to mistral_common tokenizer message handling." + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to mistral_common tokenizer final-message handling." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different failures." + "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and multi-image IterableDataset finetuning for Qwen2.5-VL are different training issues." + "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but the reported failures are distinct and not the same code-path bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates and BOS/EOS omission in a specific tokenizer are not the same bug." + "reason": "Shared tokenizer area, but not the same defect: runtime special-token updates versus initial BOS/EOS insertion failure." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise and tokenizer loading failure for est-roberta are separate load-path issues." + "reason": "Generic loading noise versus tokenizer loading failure for a specific model; not the same bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized handling and non-persistent buffer initialization are different v5 regressions." + "reason": "Different regressions: _is_hf_initialized handling versus non-persistent buffer initialization." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding in attention are unrelated." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code model breakage are different compatibility problems." + "reason": "torch>=2.9 flex_attention compilation failure is unrelated to remote_code loading regressions." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing in eval mode is a different problem from a missing supports_gradient_checkpointing flag." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring tokenizer.json and wrong token IDs for Granite models are both tokenizer-related but not the same concrete defect." + "reason": "Both involve AutoTokenizer and tokenizer files, but the issues are not clearly the same concrete bug from the titles alone." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash_attention_3 training degeneration and zero-loss with num_labels=1 come from different causes." + "reason": "Both are classification training problems, but one is flash_attention_3 degeneration and the other is a zero-loss labeling bug." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Different tokenizer/model-loading problems with no shared failure mode." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image IterableDataset finetuning and still-image temporal position_id scaling are different Qwen2.5-VL bugs." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to the video rope-index regression." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "gpu+cpu offload loading failure and Qwen3 MoE training memory inefficiency are not the same issue." + "reason": "Device-map offload loading failure and Qwen3 MoE training memory inefficiency are different issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during loading and Float8 storage lookup errors are distinct initialization/runtime failures." + "reason": "Different FP8/load-time exceptions; no evidence they stem from the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated." + "reason": "Qwen2.5-GGUF v5 loading failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower/temporal-attention corruption and Qwen3.5 save_pretrained visual key regression are different code paths." + "reason": "Video-LLaVA tower/temporal-attention issue is unrelated to Qwen3.5 save_pretrained visual-key regression." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted linkage, issue:44479 \u2194 issue:45325, is supported by the titles and the stated shared video/rope-index regression family. The rejections are appropriately cautious and do not overclaim duplicate status from broad thematic similarity alone. No PR-mergeability concerns apply here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3650,9 +3620,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -3883,8 +3853,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -3977,9 +3947,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -4306,9 +4276,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -4527,8 +4497,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -4616,9 +4586,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -4834,8 +4804,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -4921,20 +4891,20 @@ "issue:44186|issue:44898", "issue:43716|issue:44008" ], - "prepared_review_unit_hash": "37c8d9ec912e7225b32bebddde86cfaf385cf1490f1ada9fdb521d205fdd9c27", + "prepared_review_unit_hash": "00055a522ebde01e51e449d26abc77357628a4c32665ceeb3baaaccb23f6a1ad", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37250, + "serialized_chars": 37252, "estimated_input_tokens": 9313, "estimated_eval_tokens": 18882 }, @@ -4943,198 +4913,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous and does not contain any clear duplicate pair; most items are unrelated bug reports across different models, tokenizers, trainers, and quantization/offload paths. Best representative issue is the broad, active quantization/offloading report.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43873 is the most central and broadly phrased report, with the highest discussion and reference activity in this set, so it is the best cluster anchor despite the cluster not being a true duplicate group.", + "summary": "These items are a loose thematic cluster around Transformers bugs, but the soft pairs are not true duplicates: they describe different models, different code paths, and different failure modes. I would keep the most actionable open issue as the canonical issue and reject all soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:46032 is the best canonical issue because it is an open, clearly defined runtime correctness bug with a concrete failure mode and active discussion/inbound references, making it a good representative bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative issue because it is active, widely discussed, and covers a general runtime behavior problem rather than a narrow model-specific edge case.", + "best_issue_reason": "issue:46032 is the strongest standalone issue in the set: it is specific, impactful, and appears actionable without being conflated with unrelated model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both mention trainer-related failures, but one is about Qwen3.5 input embeddings unpacking and the other is about evaluate-after-train behavior; different bugs and code paths." + "reason": "Both are trainer-related, but one is an SFT embedding-unpacking failure and the other is a post-train evaluate failure; different symptoms and likely different root causes." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "T5 Apex RMSNorm memory leak and Qwen3_5MoE CPU offload incompatibility are unrelated model/runtime issues." + "reason": "A T5 RMSNorm memory leak and a Qwen3 MoE CPU-offload incompatibility are unrelated bugs in different models and paths." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset handling and Qwen3 auto device mapping CUDA asserts are unrelated subsystems and failure modes." + "reason": "Bark voice preset handling and Qwen3 auto device mapping CUDA asserts are entirely different subsystems and failures." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "One is about TokenizersBackend not refreshing post-processing after runtime special-token changes; the other is a LayoutLMv2Tokenizer crash on NER padding/truncation." + "reason": "Tokenizer backend post-processor updates and LayoutLMv2 NER/padding crashes are different tokenizer behaviors with different triggers." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing in eval mode and a T5 RMSNorm memory leak are distinct issues with no shared concrete code path." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are different configuration bugs." + "reason": "Missing pad_token_id on Llama4Config is a config attribute bug; sliding_window in Qwen3-MoE is a separate model behavior issue." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regex/codec handling, but the reports target different models and different concrete failures; not the same bug." + "reason": "Both involve tokenizer regressions, but one is a Mistral regex-loading crash and the other is a Kimi codec/warning regression; not the same bug." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-input issues, but one is a Qwen3OmniMoe ValueError and the other is a Qwen3.5 chat-template token/feature mismatch; different failure points." + "reason": "Both mention video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template token/features mismatch in Qwen3.5-9B." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation example errors and quantization/offloading behavior are unrelated." + "reason": "A documentation example/model-processor mismatch is not the same as a general offloading-with-quantization problem." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation and the zero-loss single-label-classification bug are different configuration problems across different model families." + "reason": "Propagating num_labels in Qwen3.5 config and a degenerate zero-loss classification bug are different classification issues." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL video vision_position_ids mismatch are different multimodal bugs." + "reason": "Qwen3VL from_pretrained weight_only failure and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + "reason": "SigLIP2 nonsensical outputs and CamemBERT masked-LM prediction regressions are unrelated model-specific failures." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression/warning and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regression handling and list_repo_files revision forwarding are completely unrelated bugs." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are separate model implementation issues." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Image segmentation-map processing and a GenerationMixin import error are entirely unrelated." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "PEFT adapter checkpoint loading and sinq quantized save/load breakage are different persistence/loading bugs." + "reason": "Packed-weight loading in BitNet and missing STE behavior in DAC.from_latents are different code paths and root causes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and Qwen3.5 num_labels propagation are unrelated." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation do not describe the same underlying problem." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel initialization and _torch_extract_fbank_features are unrelated paths." + "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are unrelated failures." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated tokenizer vs model-loading issues." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are different components and symptoms." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are different model-specific problems." + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are unrelated model-loading issues." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward variable collision are unrelated multimodal bugs." + "reason": "Qwen3OmniMoe video input errors and Gemma 3n forward variable-name collision are not the same bug." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like/tokenizer-mapping logic are different code paths." + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping behavior are different parts of the stack." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences in v5 are different regression reports." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences in v5 are distinct model-output bugs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Bamba SDPA torch.compile failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated inference bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT adapter checkpoint loading and quantization/offloading behavior do not describe the same underlying bug." + "reason": "PEFT local checkpoint loading and offloading-with-quantization are different loading/serialization problems." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor.tokenizer regression and Kosmos2.5 OCR index errors are different model/input-processing issues." + "reason": "Processor.tokenizer regression and Kosmos2.5 long OCR index error are different multimodal issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different failure modes: compiled SDPA on Bamba vs DAC latent reconstruction mismatch." + "reason": "SDPA/torch.compile failure does not match a DAC latent mismatch caused by missing STE." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation error messaging for input_ids/inputs_embeds and degenerate zero loss are separate classification issues." + "reason": "Input validation error messaging across models is not the same issue as a zero-loss classification bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache correctness are unrelated trainer vs model logic bugs." + "reason": "Metric gathering drops tuple labels in the last batch; Mamba2Mixer use_cache correctness is a different model execution bug." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2Tokenizer batching crash and Perceiver non-default resolution interpolation failure are different model/tokenizer issues." + "reason": "LayoutLMv2 tokenizer padding/NER crashes and Perceiver non-default resolution failures are different image/text preprocessing issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated bugs." + "reason": "Image preprocessor/model dtype mismatch and Gemma 3n audio tensor attribute collision are unrelated." } ] }, @@ -5239,9 +5197,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -5522,9 +5480,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -5722,8 +5680,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -5808,14 +5766,14 @@ "issue:43927|issue:44912", "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "3faa9713077b24b91377f6b3c3c6190280ef2ec493207d3510e866d96488eeb4", + "prepared_review_unit_hash": "0c757385701dc9cf8585006c1fb4c4e6fdbf521b62641c0298a2529ea2cd7f25", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -5830,202 +5788,199 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated. The only strong soft edge is the Qwen video regression pair, with 44479 as the broad umbrella report and 43329 as a narrower report on the same video-token counting path. No PRs were provided.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44479 is the broadest and most representative report in the cluster for the Qwen video-input regression; 43329 is a narrower related report focused on the same video-token counting path.", + "summary": "These items are mostly distinct Transformers bugs across tokenizers, processors, model loading, and offload/quantization paths. None of the soft pairs look like the same concrete bug, so I rejected all of them. The broadest representative issue in the set is the tokenizer regression report.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-focused report in the set and has the strongest cross-cutting signal, making it the best single issue representative here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best global issue candidate because it captures the shared user-facing Qwen video regression across multiple VL/MoE variants and serves as the clearest umbrella report.", + "best_issue_reason": "issue:45701 is the most general and centrally worded issue among the candidates; it best captures the cluster\u2019s tokenizer-regression theme without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common/tokenizer behavior, but they describe different failures and code paths: Gemma 4 processor loading import error vs continue_final_message handling." + "reason": "Both involve mistral_common/tokenizer loading, but one is a missing import for Gemma 4 processor loading and the other is continue_final_message behavior; different bugs." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different models and bugs: DAC from_latents/STE mismatch versus DiaConfig save/load token ID loss." + "reason": "DAC latent decoding and DiaConfig token-ID persistence are unrelated model/config bugs." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated subsystems: BarkProcessor voice_preset versus Trainer compute_loss signature compatibility." + "reason": "Bark voice_preset and CustomTrainer.compute_loss are unrelated subsystems and failure modes." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are model-loading/generation problems, but they affect different models and concrete code paths." + "reason": "GLM-4.7 load/test failures and Qwen3.5 flash-attention generation issues are different models and code paths." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to GPT-OSS MXFP4 quantization fallback." + "reason": "SigLIP2 doc/processor mismatch and gpt-oss MXFP4 quantization fallback are separate issues." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import break and Jupyter custom-model initialization are distinct bugs." + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are not the same bug." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different image-model failures: zero probabilities in SigLIP2 versus wrong processor output size in OmDet-Turbo." + "reason": "Zero probabilities in SigLIP2 and OmDet processor input-size mismatch are different processor/model problems." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo input-shape mismatch." + "reason": "Packed-weight loading in BitNet and OmDet input-size mismatch are unrelated." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve error handling, but they affect different code paths and different failure modes." + "reason": "Both are exception-handling bugs, but in different functions with different effects; not the same underlying defect." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are separate model-loading bugs." + "reason": "AyaVision weight tying and BLIP2 dtype casting are separate model-loading bugs." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction and MPS attention correctness are unrelated issues." + "reason": "Beit label reduction and MPS attention correctness are unrelated." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import break and custom compute_loss signature incompatibility are different failures." + "reason": "Importing GenerationMixin and trainer loss signature changes are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both touch loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are different failure modes." + "reason": "Both concern loading, but FSDP CPU RAM efficient loading and init_empty_weights argument handling are different concrete failures." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the PIL backend torchvision requirement regression." + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode special-token handling are different processor bugs." + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode token skipping are different API bugs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-counting video branch bug." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and multimodal video token counting are different code paths." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config loading, but missing fields from trust_remote_code and unwrapping text_config for composite Qwen configs are different problems." + "reason": "Remote-code config field loss and composite Qwen text_config unwrapping are config-loading issues, but not the same bug." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash import warning and Qwen3 MOE weight conversion are unrelated." + "reason": "Trailing-slash local model warnings and Qwen3 MOE weight conversion are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is an undefined-helper bug in multimodal token counting and the other is a batched processor shape issue." + "reason": "Undefined helpers in video token counting and batched video shape handling are both video-related but distinct bugs." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different code paths." + "reason": "Both mention CPU offload, but they affect different models and different failure points." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-OSS perplexity are unrelated." + "reason": "TrainerState token counters and GPT-OSS perplexity are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different behaviors." + "reason": "Different tokenizer regressions: special-token insertion vs codec handling/warning behavior." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer fast/slow inconsistency and TrainerState num_input_tokens_seen are unrelated." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Same underlying Qwen video-input regression in the multimodal token/video path; 43329 isolates the undefined helper issue, while 44479 reports the broader regression across Qwen VL/MoE variants." + "accept": false, + "reason": "Both concern video VLMs, but one is a missing-function bug and the other is a broader regression; not the same concrete issue." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config and MobileLLM loading key errors are different model-loading bugs." + "reason": "Qwen3 MOE FP8 loading and MobileLLM key errors are unrelated model-loading problems." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MOE weight conversion and Qwen3-VL weight-shape mismatch are separate loading failures." + "reason": "Different Qwen-family load failures with different symptoms and likely different root causes." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to the PIL backend torchvision dependency change." + "reason": "init_empty_weights argument handling is unrelated to PIL backend torchvision requirements." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading errors and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "gguf_file loading and Apple Silicon warmup TypeError are different failure modes." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token ID persistence and GPT-OSS MXFP4 fallback are different bugs." + "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and a generic tokenization-version-change report are not the same concrete bug." + "reason": "Qwen3.5 hidden-state bug and generic tokenization-version changes are not the same issue." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The soft-edge verdicts are mostly conservative, but the overall rationale slightly overstates the evidence: the packet supports 44479 as the broad Qwen video-regression issue and 43329 as a narrower related report, but it does not explicitly establish an \"accepted duplicate pair\" in the source data. Safer wording would avoid claiming duplicate-status beyond what the packet shows." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6037,8 +5992,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -6129,9 +6084,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -6359,8 +6314,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -6445,9 +6400,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -6739,9 +6694,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -6978,8 +6933,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -7067,9 +7022,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -7365,9 +7320,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -7672,9 +7627,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -7887,8 +7842,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -7970,14 +7925,14 @@ "issue:43335|issue:43550", "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "591a66c154855ed8ee23c0f0a5edbfc40ce71846430645312506af0bc7c99f40", + "prepared_review_unit_hash": "9df41dba1f998881ab95672c5b3c7a016417d918504583f84c0df2f9f137e2e5", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -7992,190 +7947,187 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are different bugs, not true duplicates. The only strong duplicate candidates are the multimodal pad_token_id AttributeErrors and the SigLIP2 implementation-mismatch reports.", + "summary": "The cluster is heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug or change. I rejected all soft edges; the only mildly related groupings are still too broad or symptom-level to merge safely.", "confidence": 0.72, - "canonical_issue_reason": "issue:43493 is the broader root-cause report for the SigLIP2 HF-vs-JAX discrepancy; issue:38175 reads like a specific symptom of that same model behavior.", + "canonical_issue_reason": "No single canonical issue is safe here because the set spans unrelated bugs across import errors, model-specific regressions, processor/chat-template behavior, and docs issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is open, actively discussed, has the most inbound references, and is a clean user-facing bug report suitable as a cluster anchor.", + "best_issue_reason": "issue:44521 is the best representative if one must be chosen: it has the broadest, most actively discussed template-related scope and clusters thematically with other chat-template issues, though it is still not a duplicate of them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:43525", - "accept": true, - "reason": "Both report the same pad_token_id AttributeError in multimodal config handling; likely the same regression across model configs." + "accept": false, + "reason": "Same symptom class ('pad_token_id' missing) but different models/config paths (Qwen3-VL vs Llama4), so not the same bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Different failures: a missing flash-attention import symbol vs meta-device loading breakage for some models." + "reason": "Both are import/load failures, but one is a missing flash-attention helper and the other is meta-device loading; unrelated code paths." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Path-trailing-slash import warning and CUDA OOM are unrelated." + "reason": "A path-with-slash import warning and a CUDA OOM on GPT-oss are unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "One is a missing Qwen2_5_VL export; the other is a detokenization regression." + "reason": "ImportError for Qwen2.5-VL is unrelated to DeepSeek-Coder detokenization; different subsystems and symptoms." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different symptoms and code paths: eval dtype drift vs MoE training memory usage." + "reason": "BF16/FP32 dtype mismatch during eval is not the same as Qwen3 MoE training memory usage." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templates, but the concrete bugs differ: tool-call/no-content crash vs mistral_common continue_final_message behavior." + "reason": "Both touch chat templating, but one is a tokenize=True crash on tool-call messages and the other is continue_final_message behavior for mistral_common; too different to merge." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Unrelated processor bugs: Beit reduce_labels shape/selection vs return_tensors being ignored with text_kwargs." + "reason": "BeitImageProcessorFast label reduction and text_kwargs/return_tensors handling are unrelated processor bugs." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 implementation mismatch; the zero-probability symptom fits the broader HF-vs-JAX discrepancy report." + "accept": false, + "reason": "They both mention SigLIP2, but one is zero probabilities for a specific checkpoint while the other is a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs a stale CI device-override test." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different models and failures: FineGrainedFP8Config issue vs Qwen2_5_VL import error." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import failure are different model families and failure modes." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor.tokenizer regression and SigLIP2 numeric mismatch are different bugs." + "reason": "A processor/tokenizer regression in v4.57.5 is not the same as a SigLIP2 implementation discrepancy." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer loading failure and save_pretrained/tokenization failure are related only by tokenizer scope, not the same bug." + "reason": "FastSpeech2ConformerTokenizer auto-loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability issue and RT-DETR memory release issue are unrelated." + "reason": "SigLIP2 probability anomalies and RT-DETR memory-release problems are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different model families." + "reason": "Different import errors involving different symbols and modules; not the same missing export." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio sampling-rate defaulting and batched video shape handling are different processor bugs." + "reason": "Audio chat-template sampling-rate defaults and video batched-shape handling are different processor bugs." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one is a padding=False crash and the other is all-zero assistant masks; not the same concrete failure." + "reason": "Both concern apply_chat_template, but one crashes on batched padding=False input and the other produces zero assistant masks for multimodal inputs; not the same concrete failure." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "flash_attn import KeyError on Python 3.13 is unrelated to Windows ROCm torch.distributed dependency issues." + "reason": "flash_attn import metadata on Python 3.13 and Windows ROCm/torch.distributed import issues are unrelated environment problems." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both concern composite/text model structure, but they are different API regressions with different affected classes." + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are separate model API regressions." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing helper symbols affecting different remote-code/model paths." + "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are both missing utility exports, but they are different symbols and different breakages." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are Qwen hardware/runtime failures, but one is auto device mapping on A800 and the other is FP8 inference on B200; different bugs." + "reason": "Different hardware/model-specific inference failures (A800 cudaErrorAssert vs B200 FP8 inference failure)." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output size mismatch and AMP/CUDA loss crash are unrelated." + "reason": "Processor output-size mismatch and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "A forward-vs-from_latents mismatch is unrelated to a GraniteSpeech CI test issue." + "reason": "DAC latent/forward mismatch and a stale GraniteSpeech CI test are not the same bug." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they target different pipelines and different deprecations." + "reason": "Both are docs regressions, but they refer to different APIs and different deprecations; not one duplicate." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different model/helper bugs with no shared code-path evidence." + "reason": "DAC latent/forward mismatch has nothing to do with qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center arg in an extractor is unrelated to Whisper empty-transcription generation." + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription generation failure are distinct audio pipeline bugs." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Float16 AMP crash and missing auxiliary losses are different D-FINE/LwDetr issues." + "reason": "Float16 AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failures are unrelated." + "reason": "SwitchTransformers sparse-layer configuration and Bamba torch.compile/SDPA failure are different model/runtime issues." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Device-mismatch CPU offload bug and qwen3_omni_moe helper-length bug are unrelated." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length computation." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: 44521 has the strongest inbound-reference/activity profile, and the duplicate calls are conservative. The only accepted soft edges are plausibly the same bug class (pad_token_id config errors and the SigLIP2 discrepancy/symptom pair), while the rest are appropriately rejected as different failures." - }, - "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 }, @@ -8187,8 +8139,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -8272,14 +8224,14 @@ "issue:42490|issue:43854", "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "558d53173a98bbc6bbe6b0440b053514a1b8d9b328e934f0dc8469851b2fd02b", + "prepared_review_unit_hash": "39de6373f0695fe5c70f29f733eacd0c9f3756ab7dde88a0bc8e64bb88193596", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -8294,198 +8246,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated Transformers issues; only one soft pair looks like a true duplicate: the Qwen3.5 Moe from_pretrained regression reported twice with the same title and nearly identical scope.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report of the exact same Qwen3.5 Moe from_pretrained failure; issue:45478 reads like a later duplicate.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The only clear duplicate-level match is the Qwen3.5 MoE `from_pretrained` regression reported twice (45310/45478).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the earlier and more detailed report for the duplicated Qwen3.5 MoE `from_pretrained` failure, with a matching follow-up report at 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative item in the cluster because it is a concrete, narrowly-scoped regression report and the only clear duplicate anchor here.", + "best_issue_reason": "issue:45310 is the best anchor for the cluster because it captures the clearest true duplicate pair and has the stronger primary report among the issues shown.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Different bugs: a Janus generate_images test failure vs a stale warning in paged generate() for num_return_sequences." + "reason": "Both are generation-related, but they describe different failures: Janus image generation test vs a stale `num_return_sequences` warning in paged generate." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a missing flash-attention helper is not the same issue as generic Torch 2.10 incompatibility." + "reason": "One is a specific missing import (`_flash_supports_window_size`), the other is a broad Torch 2.10 compatibility complaint; different bugs and code paths." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type-id behavior and a flash_attention.py s_aux=None crash are unrelated code paths." + "reason": "Gemma 4 `mm_token_type_ids` defaults and a flash-attention `s_aux=None` crash are distinct issues in different parts of the stack." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3 recurrent-state reset are different model behaviors." + "reason": "Pegasus v4/v5 output drift and Qwen3 recurrent-state reset are unrelated model-behavior bugs." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merging with extended vocab is unrelated to the 2^24 category-count runtime limit." + "reason": "LoRA merge/collapse with extended vocab is unrelated to the 2^24 category limit error." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different load failures." + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are different model-loading failures." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call handling and qwen2.5-vl vision_position_ids are separate bugs." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different features and failure modes." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents/STE mismatch is not the same underlying problem as unexpected position-id keys." + "reason": "DAC latent decoding mismatch and unexpected position-id keys affect different model internals." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError on import is unrelated to qwen3_omni_moe feature-extractor helper behavior." + "reason": "Python 3.13 `@torch.jit.script` parsing error is unrelated to the qwen3_omni helper-length behavior." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor and Gemma4 PLE device mismatch are different failures." + "reason": "Unsupported `center` arg in an extractor and Gemma4 PLE device mismatch are separate regressions." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to a stale GraniteSpeech device-override test." + "reason": "Bamba SDPA/`torch.compile` failure and a stale GraniteSpeech CI test are not the same bug." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are different subsystems and symptoms." + "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are unrelated CI issues." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers config creates sparse layers; Beit semantic-segmentation preset loading is a legacy-field issue." + "reason": "SwitchTransformers sparse-layer creation and Beit pretrained preset loading with a legacy field are different code paths." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing _flash_supports_window_size import and missing HybridCache import are both import errors but for different symbols and paths." + "reason": "Both are import errors, but they concern different missing symbols and different compatibility problems." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "flash_attention.py s_aux=None crash is not the same bug as Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "Flash-attention `s_aux=None` crash and Qwen3.5 MoE CPU-offload incompatibility are distinct runtime failures." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate and a stale pipeline translation warning are unrelated." + "reason": "Embedding dtype drift during evaluate is unrelated to the pipeline translation-task warning issue." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Protobuf-related tokenizer error masking and a missing import_utils availability flag are different issues." + "reason": "Tokenizer protobuf error masking and missing `is_falcon_mamba_ssm_available` are separate import/utils problems." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to BeitImageProcessorFast reducing labels incorrectly." + "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "gather_for_metrics dropping tuple-label elements and BeitImageProcessorFast.reduce_labels are separate bugs." + "reason": "`gather_for_metrics` dropping tuple labels and `reduce_labels` truncating labels are different bugs, despite both touching labels." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same underlying bug: both report transformers>=5.4.0 / Qwen3.5 Moe from_pretrained failure with essentially identical scope and wording." + "reason": "These are the same concrete regression: Qwen3.5 Moe `from_pretrained` fails on transformers>=5.4.0, and the titles/body descriptions align exactly." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and a qwen3_omni_moe helper function issue are unrelated." + "reason": "SwitchTransformers config sparse-layer creation and qwen3_omni feature-length helper behavior are unrelated." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example problems do not match the unexpected position-id key regression." + "reason": "A documentation example issue and a position-id warning/regression are not the same underlying bug." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer adds an extra space after added token and output embedding reinitialization are different model/tokenizer behaviors." + "reason": "Tokenizer extra-space behavior and embedding reinitialization on resize are separate tokenizer/model-init issues." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and a GraniteSpeech stale test are unrelated." + "reason": "BitNet packed-weight unpacking and GraniteSpeech stale device override are unrelated CI regressions." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale device-override test are not the same change or failure." + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech CI failure do not share the same bug." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output differences across versions and Deepseek tokenizer regressions are different model-specific issues." + "reason": "Pegasus output drift and Deepseek tokenizer incorrect results are different model-family regressions." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss handling are unrelated." + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss omission are unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path slash import warning and GLM-4.7-Flash unit-test loading failure are distinct loading problems." + "reason": "Local-model path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are different bugs." + "reason": "CPU offload device mismatch for Bark and float16 AMP crash in LwDetrImageLoss are unrelated runtime errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45310 / issue:45478, is strongly supported by identical titles and near-identical scope, while the rest of the verdicts appropriately avoid overclaiming." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The only clearly supported duplicate-level match here is issue:45310 / issue:45478, which is consistent with the titles, timestamps, and body lengths. No pull-request mergeability issue applies." }, "evaluator_used": true, "retried": false, @@ -8501,8 +8453,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -8587,14 +8539,14 @@ "issue:25251|issue:32090", "issue:43653|issue:44743" ], - "prepared_review_unit_hash": "bf02d94f5e77dece11ace7a70a6fec8f1070742d1546af4c621f5cb9572a9ebf", + "prepared_review_unit_hash": "31c2df5ec76307d57a2c628d9451b3ca24201c40ec5807f6376e279acc727a62", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -8609,192 +8561,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue reports; the soft-pair similarities are mostly broad subsystem or version-regression overlap rather than the same concrete bug. No PRs are present. I would anchor the cluster on the broad tokenizer regression issue.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45920 is the broadest and most representative concrete bug report here: an open, reproducible tokenizer regression affecting multiple named models, with clear impact and discussion.", + "summary": "The set is mostly a grab bag of unrelated transformer regressions and edge cases. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45920 is the broadest, most active open report in the set, and it captures a widespread tokenizer regression affecting multiple models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single issue to represent the cluster because it is specific enough to be actionable yet broad enough to capture the main user-facing regression pattern in this set.", + "best_issue_reason": "issue:45920 is a strong cluster representative because it is open, high-discussion, and describes a broad user-impacting regression rather than a narrow model-specific case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Different bugs: wrong token IDs from AutoTokenizer vs return_tensors being ignored when text_kwargs is passed." + "reason": "Both touch tokenizer behavior, but one is a broad wrong-token-ID regression and the other is about return_tensors being ignored with explicit text_kwargs; different bugs and code paths." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Unrelated failures: DSA indexer/ReLU discussion vs v5 trust_remote_code import break from removed helper." + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 trust_remote_code import breakage; no shared underlying defect." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected position-id key warnings." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id key warnings; different models and symptoms." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "One is an AMP loss crash; the other is a bfloat16 dtype mismatch during inference." + "reason": "Both mention dtype/AMP, but they are separate model-specific failures in different code paths and frameworks." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; not the same underlying issue." + "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output regression is distinct from Qwen3.5 flash-attention generation failure." + "reason": "Both are generation-related, but one is a v4/v5 output mismatch and the other is a flash-attention runtime bug for a different model." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading failure for Llama 3.2 vision is not the same as post_init reinitializing lm_head after resize." + "reason": "Model loading failure for Llama 3.2 Vision and embedding reinitialization after resize are different initialization/loading bugs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe length helper behavior are different problems." + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer broadcasting NoneType errors." + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA bug in Bamba is not the same as the qwen3_omni_moe feature-length helper bug." + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper output-length issue." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module." + "reason": "Both involve save/load behavior, but one is about custom token IDs in config and the other about loading the wrong custom module; different root causes." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast reduce_labels returning one label." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels truncation." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are separate regressions." + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization after token resize." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Trailing-slash import warning and Qwen2-57B-A14B-Instruct TP OOM are unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removed is_torch_fx_available import break is distinct from DeepSeek tokenizer regression." + "reason": "Both are v5 regressions, but one is an import break from API removal and the other is tokenizer output corruption; not the same bug." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation malfunction is not the same as a stale warning about num_return_sequences." + "reason": "Flash-attention generation corruption and a stale paged-generate warning are different issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are different code paths." + "reason": "LwDetrImageLoss AMP crash and flash_attention.py AttributeError on s_aux=None are separate crashes in different subsystems." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export issues are unrelated to flash_attention integration null-handling." + "reason": "Executorch export failure for Gemma3n and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT checkpoint loading failure and FP8 inference failure on B200 are unrelated." + "reason": "PEFT local-checkpoint loading failure and FP8 inference failure on B200 are unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "ReasoningEffort import break affects processor loading, not flash_attention None handling." + "reason": "Gemma 4 processor import error from mistral_common and flash_attention AttributeError are different issues." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings with mixed-length batching." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings with mixed-length batching are unrelated bugs." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift between train/eval is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Embedding dtype drift in eval and gradient-checkpointing-in-eval guard are different eval-mode problems." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different forward-pass bugs." + "reason": "flash_attention.py s_aux=None crash is unrelated to Gemma4 PLE device-map mismatch." }, { "left": "issue:43611", "right": "issue:46285", "accept": false, - "reason": "base_model_prefix load break in v5 is unrelated to CLIP text-model structure inconsistency." + "reason": "base_model_prefix loading breakage and CLIP class structure inconsistency are both v5 API regressions but not the same concrete bug." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is distinct from FuyuBatchFeature's bare-except bug." + "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except exception masking are unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v4/v5 regressions, but one is generation output drift and the other is lm_head.weight serialization inconsistency." + "reason": "Both are v5 regressions, but one is a generation output mismatch and the other is inconsistent lm_head serialization; different failure modes." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to a stale generate() warning." + "reason": "Category-count limit error and stale paged-generate warning are unrelated." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Both are import errors, but they concern different removed symbols and different loading paths." + "reason": "Both are import errors from moved/removed internals, but they concern different symbols and modules, not one shared defect." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast of NoneType." + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache mode." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." } ] }, @@ -8905,9 +8857,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -9219,9 +9171,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -9416,8 +9368,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -9500,14 +9452,14 @@ "issue:29127|issue:33357", "issue:43295|issue:43825" ], - "prepared_review_unit_hash": "728b2135f416f1f26e576ba38eee0ddaa0ad87264a51d4181d16674fc79bd736", + "prepared_review_unit_hash": "4b7cbeafe168fc54b9f9ad747c89ad7ddda649aff4d72391d6b4e55e5015f1cb", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -9522,180 +9474,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly thematically similar Transformers bugs, but the soft-edge pairs do not describe the same underlying defect or change. I would not merge any of the proposed pairs as duplicates, and there are no PRs in this cluster.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: most items are distinct model-loading regressions, backend/config mismatches, or documentation/errors, not duplicates of one underlying bug. No soft pair looks safe to merge as the same fix.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43873 is the broadest and most active open report in the set, centered on quantization/offloading behavior; it\u2019s the closest thing to a cluster anchor, though the overall group is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43873 is the best representative issue because it has the most discussion and the widest runtime-scope framing among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different failures in different model paths: tokenizer loading vs Perceiver image classification at non-default resolution." + "reason": "Tokenizer loading failure vs. Perceiver image-classification interpolation bug; different models and code paths." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Both are training/runtime issues, but one is gradient checkpointing in eval mode and the other is quantization offloading behavior." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantization/offloading failures." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different multimodal model bugs with different symptoms and code paths: Phi-4-VL loading vs DeepSeekV3MoE implementation divergence." + "reason": "Generic model-loading breakage for Phi-4 multimodal is not the same as DeepSeekV3 native-vs-remote divergence." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API mismatches, but they concern different models and different missing fields." + "reason": "Gemma3 config API mismatch and Llama4 missing pad_token_id are separate config-field bugs." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both involve model loading regressions, but the affected mechanisms and breakages are unrelated." + "reason": "Llama 3.2 multimodal load regression and base_model_prefix loading regression are different failure modes." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed AdaFactor OOM are unrelated failures." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to AdaFactor/DeepSpeed OOM." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Accelerate packed-weight loading bug vs tokenizer class loading bug; no shared underlying defect." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to tokenizer class loading." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "One is a weight-shape mismatch on load, the other is a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained corruption are distinct model serialization/loading bugs." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Both are loading/import regressions, but one is a specific model load breakage and the other is a GenerationMixin import-path issue." + "reason": "Model-loading failure for a vision model is not the same as GenerationMixin import failure." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Both touch multimodal/chat workflows, but one is a video-input regression and the other is a chat template crash on tool-call messages." + "reason": "Video-input regression in specific VLMs is unrelated to chat-template crashes on tool-call assistant messages." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and Fuyu tensor conversion error are unrelated." + "reason": "AutoTokenizer loading failure and Fuyu's bare-except tensor conversion bug are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch vs documentation lag after pipeline removals are different issues." + "reason": "SigLIP2 implementation mismatch is unrelated to stale docs still referencing pipeline()." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and recurrent-state reset in Qwen3.5 are distinct code-path bugs." + "reason": "Bamba torch.compile/SDPA failure and Qwen recurrent-state reset are different code paths." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both are save/load related, but one is dequantized model saving and the other is custom-module resolution after save_pretrained." + "reason": "Dequantized save failure and wrong custom-module loading after save_pretrained are related to serialization broadly, but not the same concrete bug." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Backend packaging gap for TensorFlow in a torch install is unrelated to a missing import_utils symbol." + "reason": "Missing tensorflow in the torch extra is unrelated to a missing import_utils helper symbol." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading behavior and Gemma EOS token config inconsistency do not share the same root cause." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are separate issues." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config persistence, but one is trust_remote_code returning missing fields and the other is GPTNeoX rotary_pct not surviving reload." + "reason": "Missing fields from trust_remote_code config loading is unrelated to rotary_pct not persisting on reload." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-states output regression in CLIPVisionModel vs attention-kernel divergence under torch.compile are different bugs." + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under compile are different bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are related only broadly to config handling, not the same defect." + "reason": "Gemma3 config API discrepancy is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script and unrecognized-model config.json loading failure are unrelated." + "reason": "Local dataset loading in an example script is unrelated to unrecognized model/config loading." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token insertion bug and sequence-classification zero-loss bug are completely separate." + "reason": "Tokenizer add_special_tokens regression is unrelated to degenerate zero-loss sequence-classification behavior." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "AdaFactor/deepspeed OOM and Llama 3.2 Vision model loading regression are unrelated." + "reason": "DeepSpeed AdaFactor OOM and Llama 3.2 model-loading regression are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation and Qwen video-input regression are different model-specific issues." + "reason": "Optional post_init policy change is unrelated to the video-input regression." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque IndexError are unrelated." + "reason": "Python 3.13 import/torch.jit parsing failure and ZeRO3 deque IndexError are different runtime failures." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific model repo and missing tensorflow_text backend mapping are different failure modes." + "reason": "Model-loading regression for a specific repo and missing backend registration for tensorflow_text are unrelated." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder 'ADD THE DATA' issue is not the same as a Gemma pipeline roundtrip failure." + "reason": "The vague 'ADD THE DATA' report is not the same bug as Gemma pipeline roundtrip failure." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP bus error on macOS are unrelated." + "reason": "LayoutLMv3 box-content error and MacOS CLIP bus error are completely different issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and pipeline translation messaging bug are separate v5 regressions." + "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message that incorrectly mentions translation support." } ] }, @@ -9714,8 +9666,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -9797,14 +9749,14 @@ "issue:44077|issue:44534", "issue:45542|issue:46234" ], - "prepared_review_unit_hash": "8ef1263ceaa76643d6ed4fb3d6d68319ed4923c15d7fe29be6639918a9aba4e0", + "prepared_review_unit_hash": "170a43952cd4fa732451dba3a6dc45b21b3ff74c79260df7ab9e48d3c7da2bb2", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -9819,174 +9771,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the paired issues mostly share only broad subsystem keywords (loading, config, generation, multimodal, deepspeed) but not the same underlying bug or fix path. I would not merge any soft-edge pair as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue fits the cluster well; the soft pairs span unrelated bugs and regressions rather than one underlying problem.", + "summary": "The cluster is not a true duplicate set; the soft pairs mostly share only broad subsystems or vague symptom overlap, not the same underlying bug or change. I would keep them separate, with 45698 as the strongest standalone issue anchor by activity and impact.", + "confidence": 0.97, + "canonical_issue_reason": "No clear duplicate core emerges across the cluster; if one issue must anchor the set, 45698 is the most active open regression report and the broadest user-facing one.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most broadly impactful and discussion-rich issue in the set, so it is the best representative issue overall, even though it is not a duplicate anchor for the cluster.", + "best_issue_reason": "Issue 45698 is the best standalone representative because it has the highest discussion/inbound activity and concerns a concrete reproducible from_pretrained/save_pretrained regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Different problems: pipeline top_k output shape vs missing PyTorch import for AutoModel." + "reason": "Unrelated failures: pipeline output nesting vs missing PyTorch import." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both mention failures/OOM, but one is a script runtime problem and the other is model loading OOM with tensor parallelism." + "reason": "Both mention OOM, but one is a parallel script failure and the other is model loading with tensor parallelism." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch." + "reason": "Different code paths: torch.compile/SDPA runtime issue vs checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Different code paths: CPU offload device mismatch vs checkpoint key mismatch on resume." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key handling." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both touch multimodal processing, but one is Qwen3OmniMoe video input handling and the other is batched chat template padding behavior." + "reason": "Both are multimodal input bugs, but one is video processing in Qwen3OmniMoe and the other is batched chat template padding behavior." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Deepspeed Adafactor OOM is unrelated to embedding reinitialization after resize." + "reason": "Deepspeed optimizer OOM is unrelated to post_init reinitializing embeddings." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Model-parallel OOM on Qwen2-57B is not the same as a KeyError when loading MobileLLM." + "reason": "Model-specific OOM on tensor parallel load vs a key error while loading a different model." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Config API discrepancy and image preprocessor dtype mismatch are distinct issues." + "reason": "Config API mismatch is not the same as a dtype mismatch between image preprocessor and model." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed, but one is OOM and the other is duplicate optimizer stepping." + "reason": "Both involve deepspeed/optimizers, but one is OOM and the other is duplicate optimizer stepping." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Token/eos configuration mismatch vs Whisper empty-transcription failure after token alignment are different bugs." + "reason": "Token ID configuration mismatch is not the same as empty-transcription generation failure." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same model family, but one is tied weights in Mistral3ForConditionalGeneration and the other is FlashAttention in Ministral-3." + "reason": "Different problems in different paths: tied lm_head weights vs FlashAttention failure." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is an API discrepancy and the other is strict config loading rejection." + "reason": "Both are config-related, but one is an API discrepancy and the other is strict schema loading." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression vs eos_token_id inconsistency are separate regressions." + "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id inconsistency." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 workflow breakage and Janus test failure are unrelated models and failure modes." + "reason": "ESM2 workflow breakage and a janus image-generation test failure are unrelated." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except in tensor conversion is unrelated to Windows ROCm distributed import issues." + "reason": "Error-handling bug in tensor conversion is unrelated to Windows ROCm distributed import/type errors." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same bug." + "reason": "Dummy Conv2d in a decoder is not the same as SAM3 video CUDA OOM." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Image-processor lookup in a video-classification pipeline is unrelated to missing fpn_position_embeddings on Sam3VisionEncoderOutput." + "reason": "Pipeline processor selection bug and missing vision encoder attribute are different SAM/Qwen-style issues." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "eos_token_id inconsistency is not the same as quantized save/load breakage." + "reason": "Eos token configuration mismatch is unrelated to quantized model serialization/loading breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Broad custom-init regression and GPTNeoX rotary_pct reload bug are different code paths." + "reason": "Custom model init regression and GPTNeoX config reload losing rotary_pct are different failure modes." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "LoRA merge collapse with tied embeddings is not the same as missing mm_token_type_ids defaults." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both concern model loading, but gguf_file handling and missing model_type in config.json are distinct failures." + "reason": "gguf_file handling bug is unrelated to missing model_type in config.json." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video-input regression are different models and outputs." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwarg sync behavior is unrelated to gather_for_metrics dropping label elements." + "reason": "Generation kwargs sync bug and metric-gathering label truncation are unrelated." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve pretrained/save loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save/load." + "reason": "Legacy preset loading and wrong custom module restoration after save_pretrained are different loading bugs." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tensorflow_text backend mapping errors." + "reason": "StableLm config field regression is unrelated to backend mapping for tensorflow_text." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy in patchtsmixer is unrelated to non-persistent buffer initialization in v5." + "reason": "Optional post_init enforcement and non-persistent buffer initialization are separate v5 concerns." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend mismatch and missing is_falcon_mamba_ssm_available are unrelated import-utility issues." + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing import_utils helper." } ] }, @@ -10089,14 +10041,14 @@ "issue:44112|issue:45600", "issue:43116|issue:44190" ], - "prepared_review_unit_hash": "2243abd1944278945fd905f4ea9ae9e821fadce45cb9669afc0f053603bf496c", + "prepared_review_unit_hash": "edf5f7ab734fe683dce8d5fcab7611323e2e893042e570ec7520dee7b1d89843", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -10111,186 +10063,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across different subsystems. The soft-similarity links are thematic at best, but none look like the same concrete bug or change closely enough to merge.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44534 is the clearest broad regression report in the set and best represents the recurring v5 buffer-init problem theme.", + "summary": "These items are broadly heterogeneous bug reports and regressions across unrelated model families and subsystems. The soft-similarity pairs mostly share surface vocabulary only, so none look like the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is not a duplicate set, but a mix of unrelated bugs, regressions, and docs/config issues with only superficial textual overlap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the most central, general, and reusable issue title here; it reads like the broad umbrella bug among the nearby v5 regression reports.", + "best_issue_reason": "No single issue is a strong representative because there is no common underlying code-path or change tying the cluster together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different failures: CLIPVision hidden_states regression vs MoE load-balancing loss gating. Same high-level area, not the same bug." + "reason": "Different failures: CLIPVision hidden-states regression vs MOE load-balancing loss omission; only loosely model-internal." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache/state handling, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent states reset in Qwen3.5 modular code. Not the same issue." + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache in chunked prefill while the other resets recurrent state in qwen3_5 modular code." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Unrelated model failures: a janus image-generation test vs Qwen3.5 flash-attention generation behavior." + "reason": "Different model families and symptoms: a Janus test failure vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "OOM in Sam3Video versus Whisper empty-transcription failure after token alignment. Different models and code paths." + "reason": "Unrelated domains: Sam3Video CUDA OOM versus Whisper empty-transcription handling after token alignment." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "One is a v5 non-persistent-buffer initialization regression; the other is GPTNeoXConfig rotary_pct not persisting on reload. Both are config/state bugs, but not the same one." + "reason": "One is a v5 buffer-initialization regression; the other is GPTNeoX config persistence for rotary_pct." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both are loading issues, but one is a local dataset loader problem and the other is a multimodal model load failure. Different artifact and failure mode." + "reason": "Both are loading-related, but one is local dataset loading and the other is a multimodal model load failure." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure vs CI break from stale auto_mappings references. Not the same code-path problem." + "reason": "A Janus test failure is not the same bug as stale Sam3LiteText references in auto_mappings.py." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve v5 / multimodal serving regressions, but one is video-input preprocessing and the other is KV-cache continuation tensor indexing. Too different to merge." + "reason": "Different code paths: video-input regression in VL models versus serve KV-cache continuation indexing." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline() APIs versus incorrect SigLIP2 outputs with AutoModel/pipeline. Documentation mismatch is not the same as the model behavior bug." + "reason": "Docs still referencing removed pipeline APIs is unrelated to a bad AutoModel/pipeline inference result for SigLIP2." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import/torch.jit parsing issue vs flash-attention crash on s_aux=None. Different subsystem and root cause." + "reason": "A Python 3.13 decorator parsing/import error is unrelated to a flash-attention AttributeError on sink-less models." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "A800 cudaErrorAssert with Qwen3 auto device mapping is unrelated to the category-count limit runtime error." + "reason": "Different failures entirely: Qwen3 auto device mapping CUDA assert vs category-count limit in a categorical task." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are separate vision-model issues." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor image-size mismatch are separate vision-model bugs." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are both model-loading/weight issues, but they concern different models and different tensor bindings." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing interrupts in FuyuBatchFeature is unrelated to StaticCache.get_seq_length returning a tensor instead of int." + "reason": "Bare except swallowing exceptions is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token embedding resize/post_init reinitialization is unrelated to path-trailing-slash import warnings." + "reason": "Embedding reinitialization after resize and trailing-slash local model import warnings are different loading behaviors." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both are regression-style issues, but one is about non-persistent buffers and the other is about config round-tripping. Not the same bug." + "reason": "A non-persistent buffer initialization regression is not the same as GPTNeoX rotary_pct not round-tripping." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python-version support issue versus an IndentationError from a TorchScript decorator/comment parsing edge case. Different problem." + "reason": "Python-version incompatibility during import and a TorchScript parsing issue in DebertaV2 are distinct failure modes." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer construction bug in SwitchTransformersConfig is unrelated to the Python 3.13 import parsing error." + "reason": "Sparse-layer construction in SwitchTransformers and DebertaV2 import parsing on Python 3.13 are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is a model runtime issue, not a dataset loading problem." + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the example script." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models is not the same as a missing import_utils symbol." + "reason": "Cache-path collision for local trust_remote_code models has nothing to do with a missing import_utils symbol." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init allowance in patchtsmixer and strict config blocking granite_speech are different config-validation issues." + "reason": "Optional post_init handling for patchtsmixer and strict config blocking granite_speech loading are different config issues." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and incorrect Qwen3.5 visual encoder save keys are separate persistence/serialization bugs." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are separate Qwen-related bugs." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to KV-cache continuation tensor indexing in transformers serve." + "reason": "Video-input processing ValueError in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are both repo-loading issues, but they affect different APIs and code paths." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different hub/filesystem issues." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks for multimodal chat templates versus qwen2.5-vl video position ids being wrong are distinct multimodal template bugs." + "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids in Qwen2.5-VL video input are separate bugs." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU-bound relative positional encoding in XLNet and Fuyu's bare-except behavior are unrelated." + "reason": "CPU-side XLNet arange placement is unrelated to the Fuyu bare-except exception-swallowing bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and local dataset loading failure share no concrete implementation path." + "reason": "SwitchTransformers sparse-layer creation and example-script local dataset loading are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI stale device override and removed Sam3LiteText refs in auto_mappings are both CI breakages, but not the same code change." + "reason": "A stale GraniteSpeech device override test and removed Sam3LiteText auto_mappings references are both CI issues, but not the same defect." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label classification results in an example script is unrelated to local dataset loading in a different example script." + "reason": "Multi-label classification returning empty results and local dataset loading failure in a different example script are unrelated." } ] }, @@ -10399,9 +10351,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -10705,14 +10657,14 @@ "issue:43299|issue:43854", "issue:43976|issue:45405" ], - "prepared_review_unit_hash": "04e35fae34c5f5e9f7f73ad1797f03356fcbad25e78395f17490cd41bf142687", + "prepared_review_unit_hash": "8c02568f28f2d93efca97ae0705fb3ae251bed1c9b7aafcaf685bce6fea278e4", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -10727,192 +10679,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated regressions in pipelines, configs, tokenizers, docs, imports, and model-specific bugs. I do not see any pair that clearly describes the same concrete underlying bug/change, so no soft edges should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella symptom in the set ('many import errors after update'), making it the closest thing to a cluster representative among otherwise unrelated reports.", + "summary": "This cluster is heterogeneous: it mixes version regressions, model-loading/config issues, tokenizer bugs, docs problems, and packaging/import errors. There isn\u2019t a single underlying bug/change that clearly unifies the set, so most soft links should be rejected.", + "confidence": 0.21, + "canonical_issue_reason": "issue:45020 is the closest umbrella for the shared theme of recent Transformers regressions breaking model loading, but it is still too broad to serve as a true duplicate anchor for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most general and central-looking issue in the group, but only as a weak representative; the cluster does not form a coherent duplicate set.", + "best_issue_reason": "issue:45020 is the best representative of the cluster\u2019s main regression theme, though the surrounding issues are still too diverse to collapse into one duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated symptoms." + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated problems." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args being ignored is unrelated to Qwen3.5 LoRA warning noise about tie_word_embeddings." + "reason": "SGD optimizer arguments and a tie_word_embeddings warning are different bugs." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing and ANSI escape codes in loading_report are different code paths." + "reason": "Generation cache behavior and ANSI output formatting are unrelated subsystems." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing TensorFlow in a torch extra and a generic dependency issue are not the same bug." + "reason": "Missing TensorFlow extra in packaging is not the same as a generic dependency issue." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained corruption are distinct multimodal issues." + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained checkpoint serialization." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Pipeline doc wording and an unrecognized model/config error are unrelated." + "reason": "A docs mismatch for return_all_scores is unrelated to a model config loading failure." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary loss behavior are different features." + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses are different training-path bugs." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction bug do not share the same underlying failure." + "reason": "Notebook syntax in docs and _torch_extract_fbank_features() runtime behavior do not match." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and composite Qwen multimodal unwrap logic are separate loading problems." + "reason": "Both involve config/model loading, but they target different model families and failure modes." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Gemma 4 processor import failure and missing Falcon Mamba availability helper are unrelated import issues." + "reason": "Missing ReasoningEffort import and missing is_falcon_mamba_ssm_available are separate export/import issues." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token embedding resize propagation and Whisper empty-transcription handling are different bugs." + "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder 'ADD THE DATA' is unrelated to FP8 inference on B200." + "reason": "\u201cADD THE DATA\u201d is not a concrete bug report and does not match the FP8 inference issue." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization after resize are distinct issues." + "reason": "Trainer GPU broadcast of None and post_init reinitialization of embeddings are different code paths." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are not the same defect." + "reason": "Different config bugs: default multimodal sub-config initialization versus missing pad_token_id." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and a mistral_common import error are unrelated." + "reason": "auto_docstring annotation parsing crash is unrelated to Gemma processor import failure." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router load-balancing loss and mm_token_type_ids defaulting are different model-training behaviors." + "reason": "Router/load-balancing loss and mm_token_type_ids defaulting are different model-forward issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype loading and Qwen3.5 save_pretrained regression are unrelated serialization/loading issues." + "reason": "Mixed-precision dtype loading for BLIP2 is unrelated to Qwen3.5 save_pretrained key serialization." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are entirely different problems." + "reason": "Unexpected zero probabilities and CUDA OOM are not the same bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both mention Qwen, but one is a model-loading regression and the other is incorrect save_pretrained key handling." + "reason": "Same model family, but different regressions: loading failure versus incorrect saved visual encoder keys." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue and an unreleased MIN_PEFT_VERSION bump are not the same root cause." + "reason": "Generic dependency issue does not match a specific unreleased MIN_PEFT_VERSION pin." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache may be one symptom of import breakage, but 45278 is a broader version-update report without evidence of the same exact bug." + "reason": "A single missing HybridCache export is not the same as broad import breakage across many symbols." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2.5-VL export and a nonexistent image_utils import are different missing-symbol issues." + "reason": "Different missing imports from different modules; these are not the same symbol or code path." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenization regression and Granite token ID regression are model-specific and not the same code-path bug." + "reason": "Tokenizer regressions for Deepseek and Granite are model-specific and not the same underlying bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 example mistakes and TextClassificationPipeline docs drift are unrelated documentation issues." + "reason": "SigLIP2 example errors and a TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup and Gemma4 device-map mismatch are unrelated pipeline/model behaviors." + "reason": "Video-classification processor lookup and Gemma4 device-map mismatch are separate bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different failure modes; these are not duplicates." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency pin are unrelated environment issues." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken constructor error have no shared underlying change." + "reason": "Notebook syntax error and AddedToken keyword collision are different problems." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom processor/tokenizer regression with images and Deepseek tokenization incorrectness are different tokenizer issues." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Duplicate of the earlier 41950 pair: different models and different failure modes." + "reason": "Processor.tokenizer regression and Deepseek tokenizer output regression affect different APIs and models." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are separate model-specific issues." + "reason": "Different import targets and different missing names; not the same underlying defect." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Python compatibility failure and unreleased dependency version bump are unrelated environment issues." + "reason": "Missing ReasoningEffort import and missing falcon_mamba availability helper are distinct import-utils issues." } ] }, @@ -11024,9 +10982,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -11349,9 +11307,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -11665,9 +11623,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -11973,9 +11931,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -12221,8 +12179,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -12307,14 +12265,14 @@ "issue:44295|issue:45656", "issue:45405|issue:45712" ], - "prepared_review_unit_hash": "4375470e0a3c0de8a8caa708b96879329048659232a9d9ba249e99dc0650a6bd", + "prepared_review_unit_hash": "1b8e68f30e76d0dcb0ec78694114f5da7acb92aa1fec120dea47ec2c6a2a8a11", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -12329,186 +12287,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues, with only superficial overlap around tokenizers, v5 regressions, multimodal models, DeepSpeed, and packaging/import problems. None of the soft-edge pairs look like true duplicates or the same underlying fix.", - "confidence": 0.95, - "canonical_issue_reason": "issue:42898 is a clear, high-signal regression report with a well-defined tokenizer behavior change in v5, making it a good representative anchor for the cluster\u2019s tokenizer-regression subset.", + "summary": "No soft edge looks like the same concrete bug or change; most are broad theme matches (tokenizer regressions, v5 regressions, DeepSpeed, etc.) but not duplicate enough to merge. The cluster is heterogeneous, with only loose topical similarity in a few tokenizer-related pairs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42898 is the broadest and most central of the tokenizer-related reports here: it explicitly describes a v5 behavior regression and has the most overlap with other tokenizer-focused soft pairs, making it the best umbrella issue among this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the strongest representative issue: it is concrete, versioned, user-visible, and narrowly scoped enough to summarize a common failure mode seen elsewhere in the cluster.", + "best_issue_reason": "issue:42898 is the strongest representative issue overall because it captures a concrete v5 tokenizer regression and is the main hub for the similar tokenizer-related comparisons in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/MoE serialization issue; different bug classes." + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe issue; different failure modes and code paths." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Both are backend/import packaging problems, but one is missing TensorFlow under the torch extra and the other is stale dummy classes leaking without torch; not the same defect." + "reason": "Unrelated backend packaging issue vs leftover dummy-class cleanup; no shared concrete bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config loading and pytest-xdist file races are unrelated." + "reason": "Model loading/config error vs pytest-xdist file race; completely different problems." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batch consistency and MoE load-balancing loss gating are different model behaviors and code paths." + "reason": "MIMI padding-mask correctness bug vs MoE load-balancing loss gating; different model subsystems and symptoms." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A test-worker race on captured_info.txt is unrelated to auto_mappings referencing removed configs." + "reason": "Test utility file race vs broken auto-mappings references; unrelated failures." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline does not share the same bug as the xdist file race." + "reason": "Docs wording mismatch vs test race condition; not the same underlying issue." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer v5 regressions, but one is clean-up spacing behavior and the other is special-token insertion; different underlying fixes." + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling; different concrete bugs." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwarg sync logic and a Janus image-generation test failure are not the same issue." + "reason": "Generation kwargs/sync_gpus bug vs a janus image-generation test failure; no concrete overlap." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hangs and token-embedding reinitialization in post_init are unrelated." + "reason": "Loading hang vs embedding reinitialization during resize; unrelated issues." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Dtype drift between train/eval vs DeepSpeed ZeRO3 deque error; different code paths." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults affect different model families and code paths." + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; distinct model-specific problems." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to MaskGenerationPipeline partial-batch handling." + "reason": "Dummy Conv2d placeholder vs partial-batch pipeline bookkeeping; unrelated bugs." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor files on save and Qwen3.5 MoE from_pretrained failures are different serialization/loading problems." + "reason": "Processor save_pretrained files vs Qwen3.5 MoE from_pretrained error; different loading/saving paths." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs and Adafactor OOM in DeepSpeed are unrelated." + "reason": "MLflow reporting after failed training vs Adafactor OOM in DeepSpeed; unrelated training issues." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Both involve generation/attention internals, but one is kwarg update after sync_gpus and the other is bidirectional-skip branching under torch.compile; not the same bug." + "reason": "Generation state update bug vs attention-kernel divergence under torch.compile; not the same defect." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under compile is unrelated to a position_ids docstring issue." + "reason": "Kernel branching bug vs docstring typo; clearly different." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one concerns cleanup spacing and the other wrong Granite token IDs; distinct root causes." + "reason": "Both are tokenizer regressions, but one concerns clean-up spacing behavior and the other wrong token IDs for Granite models; different underlying bugs." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "A missing nn import in sentence-transformers and a missing Qwen2_5_VL class import are separate import errors." + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL symbol export; different imports and causes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and missing BOS/EOS on add_special_tokens are different failure modes." + "reason": "Tokenizer loading failure vs add_special_tokens/BOS-EOS regression; same broad area but not the same concrete issue." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but Kimi codec handling/warning behavior is not the same as clean_up_tokenization_spaces changes." + "reason": "Both are tokenizer regressions around v5, but one is clean_up_tokenization_spaces and the other is codec handling/fix_mistral_regex warning; not mergeable as one bug." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Deepseek tokenization output corruption and cleanup spacing behavior are different tokenizer bugs." + "reason": "Both mention tokenizer regressions in v5, but the affected tokenizer behavior and likely code paths differ." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve-time KV-cache continuation indexing and auto_docstring annotation handling are unrelated." + "reason": "KV-cache continuation crash in serve vs auto-docstring annotation handling; unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A syntax error in a notebook and a docstring parameter-name mismatch are different documentation issues." + "reason": "Notebook syntax error vs docstring parameter-name mismatch; unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing get_number_of_image_patches in GLM46V and meta-init incompatibility for InternVL2 are different multimodal issues." + "reason": "Missing image-processor method vs remote-code meta-init incompatibility; different multimodal/model-loading bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD arguments being ignored is a runtime optimizer bug, not a documentation typo." + "reason": "Optimizer arguments ignored vs documentation parameter mismatch; different severity and code path." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading failures and continue_final_message behavior for mistral_common tokenizers are not the same underlying problem." + "reason": "Tokenizer loading issue vs continue_final_message behavior for mistral_common tokenizers; same area but not the same underlying bug." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Wrong tied-weights warning and missing tensor-parallel plan for Qwen3.5 MoE are separate Qwen model bugs." + "reason": "Tied-weights warning bug vs missing tensor-parallel plan; unrelated Qwen model issues." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading position_ids after buffer registration and double optimizer.step under DeepSpeed are different execution bugs." + "reason": "position_ids buffer access error vs optimizer step called twice under DeepSpeed; different mechanisms." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A PyPI version pin problem and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + "reason": "Dependency version bump problem vs dummy-class cleanup; unrelated maintenance issues." } ] }, @@ -12620,9 +12578,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -12853,8 +12811,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -12942,9 +12900,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -13151,8 +13109,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -13237,20 +13195,20 @@ "issue:43122|issue:46326", "issue:39401|issue:44521" ], - "prepared_review_unit_hash": "ced4de6b0d6b93832613714645f68811cf6d82d0c7ca84b1a09ae8072aa81276", + "prepared_review_unit_hash": "7c91b5b3866f92d69bc579c55baf2f8dc266eace8bca90cc3e9077cce57736df", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36034, + "serialized_chars": 36036, "estimated_input_tokens": 9009, "estimated_eval_tokens": 18274 }, @@ -13259,192 +13217,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; most soft pairs only share a broad subsystem name (tokenizers, Qwen3, save/load, etc.) but not the same concrete bug. I found no duplicate PRs, and only one issue looks like a reasonable umbrella representative for the tokenizer-regression subset.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43122 is the broadest, most representative tokenizer-regression report in this set, and it best matches several of the tokenization-related soft matches; the rest of the cluster is too mixed for a single true canonical issue.", + "summary": "This cluster is mostly a grab-bag of unrelated tokenizer, loading/saving, multimodal, and model-specific bugs. I don\u2019t see any soft pair that clearly shares the same underlying defect closely enough to merge.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43122 is the most general, core tokenizer-regression report in the set: it describes a concrete versioned behavior change and is broader than the many model-specific loading/saving/import issues around it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest overall issue anchor because it describes a generic v5 tokenization regression rather than a narrow model-specific symptom, and it sits closest to the related tokenizer candidates.", + "best_issue_reason": "issue:43122 is the best representative issue because it captures a reproducible tokenizer correctness regression across versions, which is the closest common theme in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different symptoms and subsystems: loading hang vs Mac bus error on a CLIP model." + "reason": "Different symptoms and subsystems: Sentence-Transformers loading hang vs MacOS CLIP bus error." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Unrelated bugs: buffer access on position_ids vs tokenizer_class mismatch on save_pretrained." + "reason": "One is a position_ids buffer/read error; the other is a tokenizer save_pretrained metadata mismatch." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs/sync_gpus bug is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different processor paths: cached_file kwargs forwarding vs chat template crashes with tool-call messages." + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to apply_chat_template crashes on tool-call messages." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models is unrelated to incorrect output under pipeline parallelism." + "reason": "Dequantized save_pretrained failure and pipeline-parallelism output corruption are different code paths." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Both mention tokenizer loading, but one is a broad v5 loading issue and the other is a specific tokenizer failure; not enough to \u0938\u093e\u092c\u093f\u0924 same bug." + "reason": "Both involve tokenizer loading, but the reported failures and tokenizer classes are different enough to be distinct bugs." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA norm precision/config bug and a docstring issue are not the same change." + "reason": "MLA rms_norm_eps precision issue is unrelated to a docstring problem for position_ids." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different model workflows: dequantized save_pretrained vs invalid GenerationConfig." + "reason": "Saving dequantized models is not the same bug as invalid GenerationConfig handling." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "One import-name failure is too specific to merge with a broad version-upgrade import-error report." + "reason": "A missing AutoImageProcessor import and a broad import breakage after upgrade are not the same concrete defect." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Different SAM 3 failures: model-type warning vs missing output attribute." + "reason": "Both are SAM3-video-related, but one is a model-type warning and the other is a missing attribute in vision outputs." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Unrelated model internals: RoPE-layer count vs tied-weights warning." + "reason": "Different models and different implementation bugs; no shared code-path evident." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Different breakages: missing nn import in sentence-transformers vs stale auto_mappings references." + "reason": "sentence-transformers import NameError is unrelated to auto_mappings CI breakage from removed configs." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script classification output bug and mm_token_type_ids defaulting are unrelated." + "reason": "Example-script multi-label empties are unrelated to mm_token_type_ids defaults in Gemma 4." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model saving failure and multimodal model loading failure are distinct bugs." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenization regression vs batched chat-template crash are different code paths." + "reason": "Tokenizer regression across versions and a batched apply_chat_template padding crash are different concrete behaviors." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Label propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 degenerate training." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA ReLU/indexer discussion is unrelated to GLM-5 RoPE implementation." + "reason": "A missing ReLU in DSA indexer has nothing to do with GLM-5 RoPE implementation details." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained class mismatch are different problems." + "reason": "Qwen3-VL-Moe bug and tokenizer class mismatch in save_pretrained are unrelated." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation state update bug and category-count limit error do not match." + "reason": "Generation state update bug is unrelated to the 2^24 category-count limit error." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "General tokenizer regression vs multimodal assistant_mask zeroing are different symptoms." + "reason": "Versioned tokenization change and all-zero assistant masks in multimodal templates are different issues." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Tokenizer spacing bug and SentenceTransformers loading hang are unrelated." + "reason": "Added-token spacing bug is unrelated to Sentence-Transformers loading getting stuck." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models is unrelated to gguf_file load failures." + "reason": "Dequantized save_pretrained failure is not the same as gguf_file breaking tokenizer/model loading." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different bug classes: Qwen3-VL-Moe incompatibility vs position_ids buffer access." + "reason": "Qwen3-VL-Moe incompatibility and position_ids buffer read error are unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is a generic version-diff report and the other is DeepSeek-specific incorrect output; not clearly the same concrete defect." + "reason": "Both are tokenizer regressions, but they affect different models and likely different internals; not the same underlying bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the multi-label example-script issue." + "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe incompatibility and FP8 save_pretrained on moe are different issues." + "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained moe bug are separate model/runtime issues." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "General dependency complaint and a SequenceFeatureExtractor.pad performance bug are not duplicates." + "reason": "General dependency issue is unrelated to SequenceFeatureExtractor.pad performance behavior." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and recent versions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; different code paths." + "reason": "save_pretrained checkpoint regression and from_pretrained load error for Qwen3.5 MoE are related in area but not clearly the same concrete bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load cjvt/sleng-bert." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and inability to load cjvt/sleng-bert are different failures." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Generic tokenizer regression and mistral_common continue_final_message behavior are different bugs." + "reason": "General tokenizer-version regression and continue_final_message on mistral_common are distinct bugs." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping bug and multimodal assistant_mask bug are unrelated." + "reason": "Offset mapping correctness and multimodal assistant mask generation are different tokenizer/template problems." } ] }, @@ -13463,8 +13427,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -13554,9 +13518,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -13775,8 +13739,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -13858,20 +13822,20 @@ "issue:42222|issue:45542", "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "1b8cf87b5bca7d3847db6990b31018fafbc39c9b67cdbf42d221a37e6cfeebe4", + "prepared_review_unit_hash": "8bf109cd363944c47ea3002a5819132327c87a73ec54bf9013b47249f99552a2", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35813, + "serialized_chars": 35815, "estimated_input_tokens": 8954, "estimated_eval_tokens": 18164 }, @@ -13880,174 +13844,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer regressions, model-loading failures, training/optimizer bugs, video/vision issues, docs, and backend/dependency errors. I don\u2019t see any convincing duplicate pairs, so there is no strong canonical duplicate group here.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "These issues are mostly separate v5 regression reports across tokenizer, model-loading, training, and backend/dependency areas. None of the suggested soft pairs look like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43122 is the best anchor for the cluster: it is a concrete, version-bounded tokenizer regression report and has inbound references, making it more representative than the vague or highly niche items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the best standalone issue to anchor on if one must choose: it is a concrete, user-visible tokenizer regression with clear behavioral impact and broader relevance than the more narrowly scoped or auxiliary reports.", + "best_issue_reason": "43122 is the clearest cluster representative because it describes a real user-facing regression with a specific before/after version boundary and enough discussion/references to serve as the canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Different failures: eval-mode checkpointing vs pipeline-parallel output corruption." + "reason": "Different bugs: eval-mode gradient checkpointing vs incorrect outputs under pipeline parallelism." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Unrelated training-state bug vs generation cache/chunked-prefill issue." + "reason": "Distributed training optimizer-state corruption is unrelated to missing generation cache during chunked prefill." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs cleanup about pipeline references is unrelated to a flex_attention import/version check." + "reason": "Docs reference cleanup and a PyTorch version-check bug in flex_attention are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batch video-shape bug vs missing-torchvision crash path; different code paths and symptoms." + "reason": "Batched video shape bug vs missing torchvision error when loading a video model; same broad area but not the same concrete defect." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation failure is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Different model-specific generation failures with different symptoms and likely different root causes." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization/tied-weights issue is not the same as NaNs on checkout/init." + "reason": "Serialization/tied-weights behavior is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Release/version pinning complaint is unrelated to flex_attention backend import logic." + "reason": "A dependency minimum-version bump is unrelated to an import version-check bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is a different problem from dtype mismatches in inference." + "reason": "VRAM leakage in Qwen3 threading and dtype mismatch in inference are unrelated problems." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling is not the same as the Mistral regex patch crash." + "reason": "Tokenizer mapping None handling and Mistral regex patch crashes are different loading-path bugs." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression is unrelated to a noisy logging message." + "reason": "Tokenizer regression vs noisy logging; not the same underlying issue." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 from_pretrained failure are different bugs." + "reason": "Missing Qwen3Next projections and Qwen3.5-MoE from_pretrained failure are distinct model-loading/architecture issues." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration is not the same as checkpoint serialization corruption." + "reason": "Degenerate training with flash_attention_3 is unrelated to save_pretrained checkpoint corruption." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument mismatch is unrelated to PretrainedConfig type-checking." + "reason": "Unexpected init_empty_weights argument and PretrainedConfig type-checking are different compatibility failures." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose breakage is not the same as the tensorflow_text backend mapping error." + "reason": "Vitpose model breakage and tensorflow_text backend mapping error are unrelated." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Importing a removed helper from configuration_utils is a different import issue than AutoImageProcessor export failure." + "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer is a different bug from runtime post-processor updates." + "reason": "Wrong offset_mapping and runtime special-token post-processor updates are different tokenizer bugs." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3_video/sam3_tracker warning is unrelated to the MobileLLM config loading key error." + "reason": "Model-type mismatch warning and MobileLLM key error are unrelated loading issues." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." + "reason": "Strict config loading bug and a docs parameter-name typo are not the same issue." }, { - "left": "issue:44484", + "left": "issue:44483", "right": "issue:45310", "accept": false, - "reason": "Shard-size default question is not the same as Qwen3.5 MoE loading failure." + "reason": "Generic chat/completions request rejection is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config.json are different loading/validation problems." + "reason": "Invalid GenerationConfig and unrecognized model config are different validation failures." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-v5 related, but one is decoder-type metadata and the other is a tokenization-output regression; not the same concrete bug." + "reason": "Wrong tokenizer decoder type and changed tokenization output are related only broadly, but not the same concrete defect." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Generic chat/completions request rejection is different from a Qwen3.5 streaming inference failure." + "reason": "Both touch chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." }, { "left": "issue:44117", "right": "issue:46328", "accept": false, - "reason": "Tokenizer mapping lookup bug is unrelated to SequenceFeatureExtractor.pad performance waste." + "reason": "Tokenizer mapping and sequence feature extraction performance are unrelated." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "Phi-4 multimodal loading failure is too specific to be the same as a broad import-error report." + "reason": "A specific model load failure and a broad import-error regression report are not the same bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args being ignored is a different optimizer bug from deepspeed double-step behavior." + "reason": "Optimizer arguments ignored and optimizer step being called twice under DeepSpeed are different optimizer bugs." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage is not the same as missing-TensorFlow backend resolution." + "reason": "Vitpose model breakage and missing-TensorFlow backend error are unrelated subsystem failures." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Compile-time bfloat16 warning is not the same as model/qformer dtype staying float32 on load." + "reason": "A warning during bfloat16 compilation and incorrect loaded dtypes in BLIP2 are different symptoms and code paths." } ] }, @@ -14066,8 +14030,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -14155,20 +14119,20 @@ "issue:43097|issue:45588", "issue:43064|issue:44315" ], - "prepared_review_unit_hash": "395a1b1174bb924a40173848d443d777d712a6d7c6ba9b5836085a09dea12ad5", + "prepared_review_unit_hash": "bd4ff925f378d11d5012e96061d43423c98b4638529c0d6bfba7115ed056a63c", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37494, + "serialized_chars": 37496, "estimated_input_tokens": 9374, "estimated_eval_tokens": 19004 }, @@ -14177,210 +14141,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated import errors, model-specific bugs, config regressions, backend/runtime warnings, and a few performance problems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This is a heterogeneous set of mostly unrelated Transformers issues; the soft matches are largely superficial keyword overlap rather than true duplicates. No PRs are present. If a single issue must anchor the cluster, issue:43097 is the most representative due to its concrete versioned regression and clearer cross-reference signal.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43097 is the strongest anchor among these: it describes a concrete v5 regression, has inbound references, and is more broadly representative than the model-specific or warning-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the clearest broad regression report in the set: it is version-scoped, user-facing, and has some inbound references, whereas the other issues are mostly narrow, unrelated bugs.", + "best_issue_reason": "issue:43097 is the best overall triage candidate because it has the clearest, user-visible API/regression framing and is easier to map to an upstream fix than the narrower bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different failures: qwen3next missing projections in one layer vs a Qwen3.5 MoE load-time error." + "reason": "Both touch Qwen-family model loading, but one is a missing projections bug and the other is a from_pretrained mismatch; different code-path failures." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API/settings warning is unrelated to an MLA layernorm epsilon precision bug." + "reason": "TF32-setting guidance is unrelated to an MLA layernorm precision/config bug; same general numerics theme, not the same defect." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "torch.compile attention branching and feature-extractor padding performance are different code paths and symptoms." + "reason": "One is torch.compile attention-kernel branching, the other is a padding performance inefficiency; different subsystems and symptoms." }, { "left": "issue:44913", "right": "issue:46328", "accept": false, - "reason": "GPTNeoX config reload regression is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + "reason": "GPTNeoX config reload behavior is unrelated to SequenceFeatureExtractor.pad list conversion overhead." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow missing from a torch install and broken vitpose models are separate issues." + "reason": "TensorFlow backend packaging and broken VitPose model loading are unrelated issues." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation does not match an audio feature extraction bug." + "reason": "ImportError for a missing config symbol is not the same as a speech feature-extraction bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are distinct config regressions." + "reason": "Both mention config/key compatibility, but one is an explicit removed-API regression and the other is unexpected position-id keys; not the same bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to PreTrainedConfig type checking breakage." + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking regression are different API failures." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-processor method in GLM46V is unrelated to MLA q_a_layernorm epsilon handling." + "reason": "GLM46V image processor method absence is unrelated to MLA q_a_layernorm precision drift." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer does not match the GLM-5 RoPE implementation issue." + "reason": "A torch.split return-value issue in a DSA indexer is not the same as the GLM-5 RoPE implementation bug." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression and tensorboard-without-TensorFlow backend error are different problems." + "reason": "Type-checking breakage in PretrainedConfig is unrelated to an undefined TF backend caused by installing tensorboard without TensorFlow." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading and flash-attention generation failure are not the same bug." + "reason": "VRAM leakage across dataloader threads and Qwen3.5 flash-attention generation failures are different runtime problems." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "The reproduction of issue 38071 is not the same underlying defect as the Qwen3ForCausalLM VRAM leak." + "reason": "The latter is only an isolated reproduction of another issue; its title gives no indication it matches the VRAM leak in 42673." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "bfloat16 precision warning during compile and a sam3 model-type warning are unrelated." + "reason": "A bfloat16 precision warning during compilation and a model-type mismatch warning are unrelated." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "GlmMoeDsaIndexer split handling and deepseek-v4 comb transpose are different model internals." + "reason": "torch.split indexing behavior is unrelated to the deepseek-v4 transpose/dtype issue." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 transpose bug." + "reason": "Missing ReLU in the DSA indexer does not match the deepseek-v4 comb transpose bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size semantics are unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Shard-size policy questions and Qwen3.5 MoE loading errors are different concerns." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Ministral-3 flash-attention failure and flash_attention_3 causing degenerate training are different failure modes." + "reason": "Both involve flash attention, but one is a Ministral model-specific failure and the other is degenerate training under FA3; not the same concrete bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe version breakage are separate load-time issues." + "reason": "Weight-shape mismatch during model loading and a Qwen3-VL-Moe bug are separate model-specific issues." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PreTrainedConfig type checking." + "reason": "SwitchTransformers sparse-layer creation and PreTrainedConfig type checking are unrelated." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior settings and FineGrainedFP8 accuracy are not the same underlying defect." + "reason": "TF32 behavior settings are not the same as a FineGrainedFP8 accuracy bug, even though both involve numeric precision." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config option and gguf_file load failures affect different APIs and code paths." + "reason": "Removed tie_embeddings API and gguf_file loading failures affect different paths." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Nonexistent image_utils import and a documentation parameter-name mismatch are unrelated." + "reason": "A missing image_utils import and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and loading physical-intelligence/fast are separate loading failures." + "reason": "Tokenizer mapping returning None is different from a specific model-loading failure on transformers>=5.1.0." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "sam3 type warning and tie_word_embeddings warning are distinct config validation issues." + "reason": "Model-type warning and tie_word_embeddings warning are different config warnings with different causes." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing GLM46V image-processor method and torch.split return handling are unrelated bugs." + "reason": "Missing GLM46VImageProcessorFast method and a torch.split return-value issue are unrelated." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing generation cache in chunked_prefill is unrelated to padding performance in feature extraction." + "reason": "Generation cache absence during chunked_prefill is unrelated to a SequenceFeatureExtractor padding optimization." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility failure and incorrect pipeline-parallel output are different regressions." + "reason": "Python version compatibility and pipeline-parallelism output errors are separate failures." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor crash without torchvision and max_shard_size documentation/question are unrelated." + "reason": "AutoProcessor crashing without torchvision and max_shard_size defaults are unrelated." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Native DeepseekV3MoE divergence and deepseek-v4 comb transpose are different model implementation issues." + "reason": "DeepSeekV3 divergence from remote implementation is not the same as the deepseek-v4 comb transpose bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Removed tie_embeddings option and quantized save/load breakage are not the same bug." + "reason": "A removed config attribute and broken quantized save/load via sinq are different regressions." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "tie_embeddings removal and flash_attention s_aux=None crash are unrelated code paths." + "reason": "Config API removal and flash_attention.py crashing on s_aux=None are unrelated code paths." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training issues." + "reason": "Distributed optimizer-state corruption under FSDP2+PEFT is unrelated to Liger Kernel not being applied with model_init." } ] }, @@ -14399,8 +14363,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -14489,14 +14453,14 @@ "issue:43792|issue:46123", "issue:44938|issue:46178" ], - "prepared_review_unit_hash": "06eadb4b1ec78a7e11a2d53b03f2f6cf795748693643a6ba2265c06d4e4690a3", + "prepared_review_unit_hash": "c154921052a73134a020fffaf31d856dca4446a4dbad43c2827511f46ee4f71d", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -14511,216 +14475,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster; it is a grab bag of unrelated Transformers issues. I rejected all soft edges because each pair points to a different underlying bug or code path, even when the titles share a subsystem or model family.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out: the items are mostly unrelated, with only weak thematic overlap among a few import/model-loading/Qwen3 reports.", + "summary": "The cluster is highly heterogeneous; the soft-similarity pairs mostly share superficial wording (imports, warnings, Qwen, testing_utils) but do not look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs, import errors, model-specific regressions, and testing utilities, so there is no single representative duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43986 is the best representative issue: it is specific, reproducible, and tied to one concrete loading path with a clear environment dependency.", + "best_issue_reason": "No issue is a strong global representative because the cluster does not form a coherent duplicate set around one defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "Different failures: VRAM leak in Qwen3 CausalLM threading vs Gemma 4 text-only fine-tuning config default." + "reason": "Different bugs in different model families: VRAM leakage in Qwen3ForCausalLM threads vs Gemma 4 text-only token type defaults." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules; not the same bug." + "reason": "Both are import errors, but for unrelated missing symbols in different packages and code paths." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different tokenizer problems: AddedToken argument collision vs TOKENIZER_MAPPING_NAMES returning None." + "reason": "One is an AddedToken argument collision; the other is tokenizer mapping returning None during from_pretrained. Not the same defect." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3 models, but one is missing attention projections and the other is a missing config field; distinct defects." + "reason": "Both mention Qwen3, but one is missing attention projections and the other is a config field being dropped; distinct bugs." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Unrelated: flaky test seeding issue vs a noisy logging message." + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different model-path failures: Qwen3-VL-Moe compatibility issue vs missing layer projections in qwen3next." + "reason": "Different Qwen3 model issues with different failing components and symptoms; not one underlying bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different concrete failures and model variants; one is a shape mismatch during load, the other is missing projections." + "reason": "Weight-shape mismatch when loading a multimodal model is unrelated to missing projections in qwen3next." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different loading behaviors: network access despite local_files_only vs missing embed_tokens.weight on UMT5Encoder." + "reason": "Offline-mode network access and a missing embed_tokens.weight on load are separate loading problems." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "Unrelated: testing utility bug vs CPU offload incompatibility in Qwen3_5Moe rotary embedding." + "reason": "A testing_utils bug is unrelated to a Qwen3 rotary embedding CPU-offload incompatibility." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different APIs and different missing exports." + "reason": "Both are import-name failures, but for different missing APIs and different packages." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different concerns: removed config option documentation vs quantization offloading behavior." + "reason": "A removed config attribute and a quantization/offloading bug are not the same change or failure mode." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Completely different: multimodal model load failure vs a small testing utility bug." + "reason": "A model loading regression is unrelated to a utility-file bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model-specific math/config issues: MLA layernorm epsilon vs GLM-5 RoPE implementation." + "reason": "These concern different model math/configuration issues: RMS norm epsilon vs RoPE implementation." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different code paths: AutoProcessor kwarg forwarding vs auto_docstring crashing on future annotations." + "reason": "Cached-file kwargs forwarding and an auto-docstring annotations crash are unrelated code paths." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different failures: video-model loading without torchvision vs tokenizer mapping assumptions." + "reason": "Missing torchvision during processor loading is unrelated to tokenizer mapping assumptions." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Unrelated: 3d_parallel.py runtime failure vs a testing helper bug." + "reason": "A script execution failure is unrelated to a testing utility bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different missing-dependency/import problems affecting different processor/model-loading paths." + "reason": "Both are processor-loading import/dependency problems, but they involve different missing dependencies and different models." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Too little evidence that these are the same bug; one is a tokenizer decoder type regression, the other is only a reproduction of an older issue." + "reason": "The second is only an isolated reproduction of another issue; there is no evidence it matches the tokenizer-decoder bug described by 43066." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:44368", "accept": false, - "reason": "Different crash locations: AutoProcessor video-model import path vs chat template handling of tool-call assistant messages." + "reason": "Saving dequantized models and a tie_word_embeddings warning are unrelated." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Unrelated: testing utility bug vs flash_attention crash on sink-less models." + "reason": "Testing utility cleanup and a flash-attention AttributeError affect different subsystems." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Unrelated: testing utility bug vs xdist race on captured_info.txt." + "reason": "A vague testing_utils bug is not enough to equate it with the specific xdist captured_info.txt race." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different issues: xLSTM training bugs vs Bamba torch.compile SDPA failure." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failures are distinct model/runtime issues." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Unrelated: video-model loading crash vs testing utility bug." + "reason": "Processor loading without torchvision is unrelated to a testing utility bug." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Different behaviors: missing checkpoint weight vs question about the default shard size." + "reason": "A missing model weight and a question about default shard size are not the same bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Not the same bug: a warning during bfloat16 compilation vs an actual model failure with SDPA." + "reason": "A precision warning during bfloat16 compilation is unrelated to a Bamba SDPA compile failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different pipeline issues: misleading translation support message vs inability to save Pipeline objects." + "reason": "One is an incorrect pipeline error message; the other is inability to save Pipeline objects. Different problems." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different surface areas: compile-time precision warning vs tie_word_embeddings warning in fine-tuning." + "reason": "These are separate warnings with different causes and affected model configs." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Different problems: leftover dummy classes vs noisy logging." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Different bugs: failure saving dequantized models vs failure saving Pipeline objects." + "reason": "Left is a repo hygiene/dummy class issue; right is an unspecified logging message." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Different symptoms and code paths: save/dequantization bug vs infinite loop on a specific image." + "reason": "A dequantization save bug and an infinite loop on a specific image are unrelated." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Different issues: config removal/documentation concern vs noisy logging." + "reason": "A removed config field and a noisy logging message are not the same issue." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Different model-specific failures: ESM2 breakage vs deepseek-v4 dtype/transpose bug." + "reason": "ESM2 being broken and a DeepSeek v4 tensor operation bug are unrelated model-specific failures." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Different pipelines entirely: Whisper model run failure vs mask generation batch-finalization bug." + "reason": "Whisper runtime failure and a partial-batch pipeline flag bug do not share a concrete code path." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Different environments and failures: Python 3.14 import/load issue vs an invalid backend mapping entry." + "reason": "A Python 3.14 load failure is unrelated to a backend mapping error for tensorflow_text." } ] }, @@ -14739,8 +14697,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -14826,14 +14784,14 @@ "issue:36683|issue:44242", "issue:36683|issue:43881" ], - "prepared_review_unit_hash": "eb4d45b58e6ea2c66027ace20af009cd0e22d6dedb7b85e5bb6d9da1ecc28519", + "prepared_review_unit_hash": "ab5105be5c27f0a8a132796d16f03a6eb3e440facd406d21e39d1bcd4ef932d0", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -14848,198 +14806,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a bundle of related-but-distinct Transformers regressions and API breakages, not a duplicate set. I rejected every soft edge because the paired issues target different code paths, models, or behaviors.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs (imports, loading/saving, generation, pipeline behavior, quantization, and model-specific regressions), so there is no single duplicate to represent the cluster.", + "summary": "This cluster is mostly a loose bag of Transformers regressions and import errors sharing only superficial themes like loading/saving, chat templates, or v5 breakage. None of the soft pairs look like the same underlying bug/change, so I rejected all merges.", + "confidence": 0.49, + "canonical_issue_reason": "issue:45698 is the broadest and most actively discussed item here, centered on a general from_pretrained/save_pretrained loading regression rather than a narrow model-specific or API-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the nearest matches still describe different concrete failures and should not be merged as one bug.", + "best_issue_reason": "issue:45698 is the best representative issue because it targets a core serialization/loading path and has the most discussion, making it the strongest anchor for this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different surfaces: `/v1/chat/completions` request handling vs batched `apply_chat_template` crash with `padding=False`." + "reason": "Both involve chat-related workflows, but one is an OpenAI-style /v1/chat/completions request handling issue and the other is a Qwen processor crash on batched apply_chat_template; different code paths and failures." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Different directions and failures: FP8 `save_pretrained` bug vs Qwen3.5 MoE `from_pretrained` load error." + "reason": "Both mention Qwen3.5 MoE/FP8 saving or loading, but one is save_pretrained failure and the other is from_pretrained regression; not the same concrete bug." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Unrelated models/features: xLSTM training bugs vs BeitImageProcessorFast `reduce_labels` returning one label." + "reason": "Unrelated subsystems and symptoms: xLSTM training bugs vs BeitImageProcessorFast reduce_labels returning the wrong shape." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both are compile-related, but one is a bfloat16 warning and the other is a torch>=2.9 flex_attention failure." + "reason": "Both touch compilation, but one is a PyTorch warning for bfloat16 compilation and the other is a hard flex_attention failure on torch>=2.9; not the same defect." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to bfloat16 compile warning behavior." + "reason": "Import warning on local path parsing vs a compilation warning; no shared bug or code path." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols from different modules (`is_offline_mode` vs `Qwen2_5_VLForConditionalGeneration`)." + "reason": "Both are import errors, but for different symbols and different packages/modules; not a duplicate." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "CI break from removed Sam3LiteText refs is unrelated to a noisy logging message." + "reason": "Breaking CI from removed Sam3LiteText config references is unrelated to a noisy logging message." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different offline/import problems: missing `layer_type_validation` import vs unwanted network requests with `local_files_only=True`." + "reason": "ImportError for a removed utility vs API calls happening despite local_files_only=True; distinct behavior and fix." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Custom-module reload after save is unrelated to a DeepSeek dtype/transpose bug." + "reason": "Model loading/module resolution after save_pretrained is unrelated to a deepseek-v4 dtype/transpose bug." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Different Qwen/MoE FP8 issues: one is a v5 regression, the other is FP8 inference support." + "reason": "Both are Qwen3-VL-Moe-related, but one is a generic v5 breakage and the other is FP8 inference support; different underlying issues." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache regression is unrelated to MaskGenerationPipeline dropping final partial-batch results." + "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "API request acceptance problem is unrelated to chat-template tokenization crashing on tool-call assistant messages." + "reason": "Both involve chat-template-like flows, but one is request acceptance at /v1/chat/completions and the other is apply_chat_template crashing on assistant tool-call messages; not the same bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "Distributed optimizer-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling being ignored by SDPA/FlashAttention." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both touch CLIP outputs, but one is missing attentions and the other is missing hidden states; not the same concrete bug." + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate output fields and code paths." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading breakage is unrelated to a state_dict-sorting load error." + "reason": "Qwen3VL-Moe loading regression and state_dict-sorting load failure are different loading bugs with different triggers." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing `vocab_size` is unrelated to SAM 3 Video missing `fpn_position_embeddings`." + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are unrelated attribute errors." }, { "left": "issue:43066", "right": "issue:46209", "accept": false, - "reason": "Wrong tokenizer decoder type and FP8 inference on B200 are different regressions." + "reason": "Wrong tokenizer decoder type and FP8 inference failure on B200 are unrelated issues." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 token embedding resize bug is unrelated to bidirectional attention still building causal masks." + "reason": "Both are Gemma4-related, but one is embedding resizing and the other is attention-mask construction; not the same concrete bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure and pipeline `save_pretrained` failure affect different objects and paths." + "reason": "Quantized model saving failure is different from Pipeline.save_pretrained failing; similar surface area, different object and failure mode." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for `return_all_scores` is unrelated to pipeline serialization failure." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to pipeline serialization failure." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation bug is unrelated to Gemma4 attention-mask behavior." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masking are separate model/config bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; same broad symptom, different bug." + "reason": "Both are import errors, but for different missing symbols from different transformers/huggingface_hub modules." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading regression is unrelated to pipeline save_pretrained failure." + "reason": "Base_model_prefix loading regression is unrelated to saving Pipeline objects." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention2 support error for Nemotron is unrelated to GLM-5 GenerationConfig validation." + "reason": "Flash Attention support gating for NemotronHForCausalLM is unrelated to GLM-5 GenerationConfig validation." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Load failure with sorted state_dict and incorrect Qwen3.5 checkpoint saving are related only broadly to model I/O, not the same bug." + "reason": "State_dict sorting load error and Qwen3.5 save_pretrained checkpoint corruption are different bugs." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask regression is unrelated to LlamaConfig rejecting explicit `head_dim`." + "reason": "Gemma4 attention mask behavior and LlamaConfig head_dim validation are unrelated configuration issues." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "`local_files_only=True` still making requests is unrelated to GLM-5 RoPE implementation." + "reason": "Unexpected network requests with local_files_only=True is unrelated to a GLM-5 RoPE implementation discussion." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing `vocab_size` in Gemma3Config is unrelated to Llama4Config missing `pad_token_id`." + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are different model config regressions." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression is unrelated to Qwen3.5 checkpoint corruption on save_pretrained." + "reason": "Missing CLIP attentions and incorrect Qwen3.5 save_pretrained checkpoint content are not the same code-path problem." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config attribute bug is unrelated to MoE load-balancing loss handling." + "reason": "Gemma3Config attribute regression and MoE load-balancing loss behavior are unrelated." }, { "left": "issue:36683", "right": "issue:43881", "accept": false, - "reason": "Gemma3Config missing attribute is unrelated to glm-4v-9b loading failure." + "reason": "Gemma3Config missing vocab_size and glm-4v-9b loading failure are different model-specific issues." } ] }, @@ -15058,8 +15016,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -15153,9 +15111,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -15495,9 +15453,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 47, @@ -15834,9 +15792,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -16208,9 +16166,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 48, @@ -16530,9 +16488,9 @@ "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845090, - "estimated_input_tokens": 211273, - "estimated_eval_tokens": 422802 + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 }, "budget": { "node_count": 7, @@ -17130,7 +17088,7 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "9b86fe172c0206752556111fdcf1e9b0868bb683e90cb732e9456d7b11209635", + "prepared_review_unit_hash": "382c16632106b1e1557d7216f206547eca36dee4c4a4d5a8fe24f6ad00855436", "component_budget": { "node_count": 16, "item_count": 16, @@ -17152,228 +17110,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose collection of model-request issues. The titles all say some form of \u201cadd support,\u201d but they target different model families, architectures, and modalities (text, vision, speech, OCR, audio), so they are not duplicates of one underlying change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is safe here: the cluster spans distinct model requests rather than one repeated bug or feature. The strongest local subgroup is the Qwen3 speech tickets, but that still does not make the rest duplicates.", + "summary": "This cluster is a loose set of model-request issues across many unrelated architectures and modalities (BERT variants, CV models, audio/speech, OCR, transformers). They are semantically similar at a high level but not the same underlying change, so there is no true duplicate anchor and no PRs to compare.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a true duplicate target; the items are mostly distinct model-addition requests rather than the same bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43671 is the cleanest standalone representative of a concrete model-request ticket, with enough discussion to show it is well-formed; however, it only represents its own speech-model request, not the whole cluster.", + "best_issue_reason": "issue:43671 is the most central node in the similarity graph, but only as a representative of the audio/speech request subset\u2014not as a real canonical duplicate for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config vs DEIMv2 are different model requests; same broad \u201cadd model\u201d theme, but not the same change." + "reason": "Different model requests: EuroBert config vs DEIMv2." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "A BERT config addition is unrelated to Qwen3-TTS speech support; different model family and modality." + "reason": "EuroBert config and Qwen3-TTS are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated model additions (text encoder config vs object detection model)." + "reason": "EuroBert and RF-DETR are different architectures/modalities." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision models with different code paths; not a duplicate request." + "reason": "RF-DETR and DEIMv2 are separate CV model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is an object-detection model, while LFM2.5 Audio is an audio model request; different modality." + "reason": "RF-DETR vs LFM2.5 Audio: different tasks and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are distinct model families and implementation changes." + "reason": "Detection model vs weight-sparse transformer request; not the same change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR are unrelated tasks; no shared underlying bug or code-path fix." + "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model domains and would not be merged into one PR." + "reason": "RF-DETR vs Qwen3-TTS: distinct model families and modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model requests with different architectures and pipelines." + "reason": "NeoBERT and Qwen3-ASR are different model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse-transformer request are not the same underlying model change." + "reason": "NeoBERT vs OpenAI weight-sparse transformer; unrelated models." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model request; LFM2.5 Audio is an audio model request." + "reason": "NeoBERT and LFM2.5 Audio are not the same underlying change." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions across different modalities." + "reason": "RF-DETR and NeoBERT are different architectures and request types." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate BERT-family model requests, but for different concrete models and configs." + "reason": "NeoBERT and ModernVBERT are both BERT-like but separate model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct model integration tasks." + "reason": "MiniCPM3 architecture vs Qwen3-ASR: different targets." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture work is not the same as adding a weight-sparse transformer model." + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model families; overlap is only at the generic request level." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests and code paths." + "reason": "MiniCPM3 vs Voxtral TTS: different model families and tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model types; no evidence of one shared implementation bug." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are distinct requests in different model families/modalities." + "reason": "ModernVBERT and Qwen3-ASR are different model support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT is a BERT-style text model request, not the same as Qwen3-TTS speech support." + "reason": "ModernVBERT and Qwen3-TTS are not the same code-path change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and the generic BERT-like RoPE request are related only broadly; they are not the same concrete change." + "reason": "Both are BERT-related, but they request different model families and features." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model integrations." + "reason": "BERT-like RoPE models and Voxtral TTS are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR are both speech-related, but they are different tasks and likely different implementations." + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different tasks and implementations." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are separate model families; same modality is not enough to make them duplicates." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Speech TTS support and DeepSeek-OCR2 are different modalities and code paths." + "reason": "TTS support vs weight-sparse transformer: unrelated." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", + "accept": false, + "reason": "Two TTS models, but different concrete models and likely separate integration work." + }, + { + "left": "issue:43671", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and the sparse-transformer request are unrelated model changes." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model requests and not the same fix." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE are different model types with no shared concrete change." + "reason": "Qwen3-ASR and EUPE target different model classes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated audio vs vision/segmentation model requests." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-domain requests, but they target different concrete models and implementations." + "reason": "Audio model request vs SAM3-LiteText; not the same change." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer support and EUPE are separate model-request tickets with different architecture goals." + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the sparse-transformer request are not the same underlying model change." + "reason": "Qwen3-ASR and the weight-sparse transformer are different implementations." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model integrations, not one duplicate issue." + "reason": "Qwen3-ASR vs Voxtral TTS: same broad speech area, but different models and code paths." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated text vs speech model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different domains." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language oriented, but they are different models and not the same concrete change." + "reason": "Both are vision-language related, but EUPE and TIPSv2 are distinct model proposals, not the same underlying change." } ] }, @@ -18288,7 +18246,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18312,7 +18270,7 @@ "pull_request:45655", "pull_request:46048", "pull_request:46267", - "pull_request:46268" + "pull_request:46344" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -18327,169 +18285,169 @@ "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46344", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", "pull_request:44827|pull_request:46048", - "pull_request:44827|pull_request:45655", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", - "pull_request:46048|pull_request:46268", + "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "68436dad5a7e722fd40b5d03c62e08df6a9397164f7f707f5648376ea3993556", + "prepared_review_unit_hash": "e4c4cd8ba67e8b968c9b134117faf493fa759ec7877372abf737bd47e636be35", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40310, - "estimated_input_tokens": 10078, - "estimated_eval_tokens": 20412 + "serialized_chars": 40241, + "estimated_input_tokens": 10061, + "estimated_eval_tokens": 20378 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40310, - "estimated_input_tokens": 10078, - "estimated_eval_tokens": 20412 + "serialized_chars": 40241, + "estimated_input_tokens": 10061, + "estimated_eval_tokens": 20378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs (new models, docs, kernels, tests, and utility refactors). The only true duplicate-like pair is the cross-entropy kwargs fix: PR 43251 and PR 43254. Everything else is only loosely similar at the subsystem/title level, not the same underlying change.", - "confidence": 0.95, + "summary": "These PRs are mostly unrelated one-off changes across different models, docs, and utilities. The only true duplicate pair is the two fixed_cross_entropy patches for issue 43240; everything else should remain separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the only genuine duplicate pair: it directly fixes issue 43240 by passing supported kwargs through to `nn.functional.cross_entropy`, with the fuller bug-fix scope than 43254.", + "canonical_pr_reason": "PR 43251 is the cleanest representative of the only real duplicate cluster: it explicitly targets issue 43240 and fixes fixed_cross_entropy to pass supported nn.functional.cross_entropy kwargs. PR 43254 is the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best global representative because it is a concrete, self-contained bug fix with an explicit target issue and the clearest implementation of the shared change.", + "best_pr_reason": "PR 43251 is the strongest standalone PR in this set: it has an explicit issue link, a focused code-path fix, and matches the duplicate counterpart closely enough to serve as the canonical PR for that cluster.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: VideoPrism model/docs vs an Executorch dynamic-shape test." + "reason": "Different changes: VideoPrism model/docs addition vs executorch dynamic-shape export testing. No shared bug or code path." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions are unrelated to Executorch export tests." + "reason": "Mistral tokenizer API additions and executorch export tests are unrelated." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions and a new MobileLLM model are different changes." + "reason": "Tokenizer missing methods vs adding a new MobileLLM model; different features and files." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-pretrained robustness changes are not the same as adding a new model." + "reason": "Processor-pretrained robustness changes are unrelated to MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." + "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; no common bug or mergeable overlap." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix is not the same underlying change as Mistral4 test/model work." + "reason": "Loss utility kwargs fix is unrelated to Mistral4 test/model updates." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export testing and Mistral4 fixes are different code paths." + "reason": "Executorch dynamic-shape tests and Mistral4 test fixes address different concerns." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export tests do not overlap with MobileLLM model addition." + "reason": "Dynamic-shape export tests are unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding a new model and fixing `cls.config` resolution are unrelated." + "reason": "New model implementation vs config-resolution ordering fix; unrelated code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition does not match Falcon output-interface refactoring." + "reason": "MobileLLM addition and Falcon output-interface refactor are different model changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are completely different changes." + "reason": "Falcon refactor and model-creation skill are unrelated; one is code, the other is tooling/docs content." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 test fixes are not the same bug/change." + "reason": "Falcon standardized-output refactor is unrelated to Mistral4 test fixes." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:46344", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` renaming across CLIP-like models are unrelated." + "reason": "Mistral4 test fixes and VitPose graph-break fix affect different models and problems." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and chat parsing overhaul are different features." + "reason": "Mistral4 tests vs CLIP-family layrnorm renaming are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + "reason": "Mistral4 test fixes are unrelated to chat response parsing updates." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and config-resolution ordering are different problems." + "reason": "Mistral4 tests and TDT loss kernel integration are different changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Shared auto-modeling filename aside, these are not the same underlying change; one is Mistral4 tests, the other is a model-creation skill." + "reason": "A model test fix is not the same underlying change as adding the model-creation skill." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model implementation is unrelated to a repo skill/documentation PR." + "reason": "New model code and a repo skill file are not the same bug/change." }, { - "left": "pull_request:46048", - "right": "pull_request:46268", + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "Both touch hub-kernel plumbing, but one adds TDT loss kernel support and the other adds ROCm routing for AITER; different concrete changes." + "reason": "Mistral4 tests and cls.config resolution ordering fix are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "These are the same `fixed_cross_entropy` fix in `loss_utils.py`: both add kwargs support to `nn.functional.cross_entropy` for the same issue target 43240." + "reason": "Both PRs implement the same fixed_cross_entropy enhancement for issue 43240: pass supported kwargs through to nn.functional.cross_entropy in the same function/file." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet: most pairs are only superficially similar, and the one clearly supported duplicate-like pair is 43251/43254, which both target the same cross-entropy kwargs bug and share the same file/issue. The false soft-edge verdicts are conservative and the accepted pair looks mergeable as the same fix." + "feedback": "The summary is grounded in the packet, and the duplicate verdict for PR 43251/43254 is supported by the shared issue target and same-file same-function edit. The other pairwise rejects are conservative and do not overstate similarity; none of the non-duplicate pairs look mergeable as a single bugfix PR based on the provided diffs/titles." }, "evaluator_used": true, "retried": false, @@ -18500,7 +18458,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18508,71 +18466,56 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-4", + "cluster_id": "cluster-40546-3", "nodes": [ "pull_request:40546", "pull_request:42781", - "pull_request:46331", - "pull_request:46332" + "pull_request:46331" ], "soft_pairs": [ "pull_request:40546|pull_request:42781", - "pull_request:42781|pull_request:46331", - "pull_request:42781|pull_request:46332", - "pull_request:46331|pull_request:46332" + "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "d6497debb431e7e3652ff11eb293cd6189d6fb064414e130aa136e4f63384ab6", + "prepared_review_unit_hash": "d2eaae2095be5370dbf4bd6c459aee81932e81eaa54153afafcdbecf8ef1c33c", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 14484, - "estimated_input_tokens": 3621, - "estimated_eval_tokens": 7498 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 14484, - "estimated_input_tokens": 3621, - "estimated_eval_tokens": 7498 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly related by the shared Transformers audio/Auto plumbing, but they are not the same underlying change. The VibeVoice PRs are a core implementation versus a later realtime extension, and the Parakeet/Nemotron PRs are distinct model additions that only overlap in auto-registration files.", + "summary": "The cluster contains one main VibeVoice implementation PR, one separate VibeVoice Realtime extension, and one unrelated Parakeet-RNNT PR. The shared auto-registration/docs files are due to model-family scaffolding, not the same underlying change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the best canonical PR because it is the original, broad VibeVoice implementation with the widest model/doc/auto coverage and the most discussion, while the others are either a follow-up VibeVoice realtime feature or unrelated ASR model integrations.", + "canonical_pr_reason": "pull_request:40546 is the core VibeVoice implementation, with the broadest scope and most review activity; the other PRs are either a later realtime variant or a different model family.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest representative of the cluster: it is the main non-draft VibeVoice integration and is more central than the later VibeVoice realtime draft or the separate Parakeet/Nemotron additions.", + "best_pr_reason": "pull_request:40546 is the best representative PR for this cluster because it implements the base VibeVoice feature set and is the most complete, central change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related model family, but not the same change: 40546 implements core VibeVoice, while 42781 adds VibeVoice Realtime plus acoustic tokenizer and generation changes. They could not be cleanly merged as duplicates." + "reason": "Both are VibeVoice-related, but 42781 is a separate realtime variant with its own docs and acoustic-tokenizer additions, so it is not the same concrete change as the base VibeVoice implementation." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Only overlap is generic auto/doc plumbing. VibeVoice Realtime and Parakeet-RNNT are different models and different concrete feature additions." - }, - { - "left": "pull_request:42781", - "right": "pull_request:46332", - "accept": false, - "reason": "Shared auto-registration files are incidental; VibeVoice Realtime and Nemotron ASR Streaming are separate model integrations with different code paths." - }, - { - "left": "pull_request:46331", - "right": "pull_request:46332", - "accept": false, - "reason": "Both add ASR-related models, but they target different architectures and model families; this is not the same underlying bug or change." + "reason": "These target different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-registration files are incidental and do not indicate the same underlying fix or feature." } ] }, @@ -18586,7 +18529,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18602,12 +18545,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "366f46929d8784e9ee03fbdf1d08e8633ddf93adcd4600f3fe3526cc937cec22", + "prepared_review_unit_hash": "42493ff0d76000d7e707fb6b872cc8d7eb279355b7eb54afb7a300f34580be02", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18615,7 +18558,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18624,18 +18567,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support.", - "confidence": 0.99, + "summary": "The pair is not a duplicate cluster: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing features.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different models and different code paths, so they do not represent the same underlying fix or feature.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a good cluster representative because these are distinct feature additions in separate subsystems.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different model families (TimesFM forecasting with covariates vs. DINOv3 image classification); they do not look like the same underlying change." + "reason": "Different underlying changes in unrelated subsystems (TimesFM forecasting vs DINOv3 image classification); they should not be merged or triaged as the same PR." } ] }, @@ -18649,7 +18592,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18712,7 +18655,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18730,7 +18673,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "e4b3d8619d6a73be2e6b5b5bb85a89c5149bb2577b53635bb43c76673961f882", + "prepared_review_unit_hash": "345fb7087d0771f037a7159449eefbd010ee4d9776df55b1381a31214c71f503", "component_budget": { "node_count": 3, "item_count": 3, @@ -18752,24 +18695,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). They share repository boilerplate and auto-mapping/docs scaffolding, but not the same underlying change or code-path fix.", - "confidence": 0.97, + "summary": "All three items are pull requests adding different new models (DeepSeek OCR, Isaac, Kimi2-6). They share the same repository scaffolding patterns, but they are clearly separate model additions rather than the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for a duplicate cluster: these are distinct model integrations. If a single representative is needed, PR #45186 is a reasonable proxy because it is a standard model-addition PR with broad but generic framework wiring similar to the others.", + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster: it has the highest review activity, a full model integration footprint, and is a self-contained model addition like the others.", "best_issue_reason": null, - "best_pr_reason": "PR #45186 is the best representative only in the sense that it is a typical new-model integration PR with substantial framework wiring and no unique issue-specific target; however, it is not a duplicate of the others.", + "best_pr_reason": "PR #45630 is the best single PR to anchor this cluster because it is well-developed and heavily reviewed, making it the most representative example of the shared 'add a new model' pattern.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations (DeepSeek OCR vs Isaac) with distinct architectures and files; overlap is limited to shared Transformers boilerplate/registration, not the same underlying change." + "reason": "Both add new models and touch similar auto-mapping/docs scaffolding, but DeepSeek OCR and Isaac are unrelated model integrations with different code paths and files; not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations (Isaac vs Kimi2-6). They share auto-mapping and docs scaffolding, but do not appear to fix or add the same concrete code path." + "reason": "These are separate model additions (Isaac vs Kimi2-6). Shared repository plumbing is expected for any model integration, but the concrete implementation and target model are different, so they should not be merged as duplicates." } ] }, @@ -18783,7 +18726,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18799,7 +18742,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "862dd7fb2c8621acbee44b8a32b1f4f44981af2f33e1e039e5751282bb4063c0", + "prepared_review_unit_hash": "bd62e0cd5ad7235b22b28c77651e3da2d2b31922967e46f98da4066ff0e4816b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18821,18 +18764,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action versions in CI/docker workflows. They overlap in workflow filenames but do not fix the same underlying change.", + "summary": "Two separate workflow-maintenance PRs: one broadly upgrades GitHub Actions for Node 24 compatibility, the other updates Docker build actions to newer versions. They overlap in files but not in the underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more representative workflow-actions upgrade; PR 42976 is a distinct docker-action version bump rather than the same change.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, explicit GitHub Actions compatibility upgrade and touches more of the shared workflow surface.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better cluster representative because it addresses the main GitHub Actions compatibility update across many workflows, while PR 42976 is a narrower, separate dependency refresh.", + "best_pr_reason": "PR 42975 best represents the cluster\u2019s overall theme of CI action version maintenance, with the clearest scope and most general applicability.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action versions. Same broad area, but different concrete changes and not the same bug or fix." + "reason": "Do not merge: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action and a few related workflow actions. They are different maintenance changes, not the same concrete bug or fix." } ] }, @@ -18846,7 +18789,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18869,70 +18812,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "842ea7b04c1b03330e1b9cd096212756aa86d3497233c758e45b23875291ca56", + "prepared_review_unit_hash": "8c42d94eb5e099a8621dfdd825879dd68065c5b07a38d14c01b7f48ede4f2035", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14178, - "estimated_input_tokens": 3545, - "estimated_eval_tokens": 7346 + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14178, - "estimated_input_tokens": 3545, - "estimated_eval_tokens": 7346 + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated model-addition PRs that only overlap on shared registry/docs scaffolding. They target different model families (ViT NEPA, Molmo, Molmo2, CTSM), so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "These PRs are all model-addition scaffolding with overlapping registration/docs, but each introduces a different model family and codepath. They are not duplicates of one another.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 is the most substantial and review-heavy of the set, so it is the best single representative of this heterogeneous cluster, but it is not a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, Molmo2, and CTSM are distinct model additions with different implementations and targets.", "best_issue_reason": null, - "best_pr_reason": "43451 has the broadest model/processor/video integration and the most discussion, making it the strongest exemplar of a model-addition PR in this group.", + "best_pr_reason": "No single PR is a global dedupe representative here; the overlap is only broad infrastructure (docs/auto mappings), not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs files are generic registration churn, not the same change." + "reason": "Different model families (ViT NEPA vs Molmo); shared files are only docs and auto-registration scaffolding, not the same codepath fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. Overlap is only in model-registration and docs paths." + "reason": "ViT NEPA and Molmo2 are unrelated model additions; overlap is limited to generic transformer registry/docs files." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. Same subsystem, but not the same concrete bug or feature." + "reason": "ViT NEPA and CTSM address different models and implementations; no shared underlying bug or mergeable change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families with separate codepaths and files; not mergeable as one PR." + "reason": "Molmo and Molmo2 are separate model releases with distinct files and behavior; similar names and shared registry edits are insufficient." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared auto/docs edits are too broad to indicate duplication." + "reason": "Molmo vs CTSM only share broad model-registration/documentation patterns, not a concrete common fix." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM add different models and different implementations, so they are not the same underlying change." + "reason": "Molmo2 and CTSM are unrelated additions to different model codepaths; shared auto/model docs do not indicate duplication." } ] }, @@ -18946,7 +18889,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18965,52 +18908,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "554d3d2642556edfcb8dc60327cd1f93c9e2f6043519fbb1487baf85413137b0", + "prepared_review_unit_hash": "82afd1cf36450231f278b8b5666db7d8be288ab3f18de8550fb3314048bbdb11", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7091, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7091, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three open PRs with only superficial title/test similarity. They target different code paths: Whisper decoding tests, CLIP/ViT test assertions, and a substantive FP8/dequant loading fix. None look like duplicates of the others.", - "confidence": 0.97, + "summary": "These three PRs are not the same change: one is a Whisper tokenizer fix, one is a pair of test-only edits with placeholder asserts, and one is a larger FP8 dequant/loading fix. The similarity signal is superficial.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest canonical PR: it has the clearest real bug-fix scope, touching model loading plus FP8 dequantization logic and related model support, unlike the other two which look test-only or unrelated.", + "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it contains the only clear substantive production fix and related test updates, whereas the others are unrelated test-only or Whisper-specific changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative of the cluster because it contains the most concrete, coherent code-path fix and the broadest real implementation change.", + "best_pr_reason": "PR 44815 is the strongest standalone PR to keep: it fixes a concrete code-path problem in FP8 dequant/loading and has broad implementation impact. The other PRs do not match that underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-focused, but they affect different models and different behaviors. The Whisper decode change and the CLIP/ViT assertions do not look like the same underlying bug or change." + "reason": "Different targets and bugs: Whisper tokenizer decoding vs. CLIP/ViT test edits. The overlap is only that both touch tests or minor code, not the same underlying fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/test adjustments are unrelated to the FP8 dequant/model-loading fix in 44815. Different subsystem, different bug." + "reason": "Whisper tokenization decoding changes are unrelated to the FP8 dequant/loading fix. No shared code path or concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is test-only across CLIP and ViT, while 44815 changes FP8 integration and core model loading. They are not the same concrete fix and should not be merged as duplicates." + "reason": "43665 is just placeholder test modifications for CLIP/ViT, while 44815 fixes FP8 dequant/loading behavior. They are not mergeable as one fix." } ] }, @@ -19024,7 +18967,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19047,12 +18990,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "079693800809ce4cd8954e1d0d0d6d4b1f6081190b303c8b9888c0c1fbdb960f", + "prepared_review_unit_hash": "b2b0ac18c4934fb53b42d6d1181df30a20ea987c4a073afcc3c746cc7278a6a0", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12260, + "serialized_chars": 12259, "estimated_input_tokens": 3065, "estimated_eval_tokens": 6386 }, @@ -19060,7 +19003,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12260, + "serialized_chars": 12259, "estimated_input_tokens": 3065, "estimated_eval_tokens": 6386 }, @@ -19069,42 +19012,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only PRs 45932 and 46100 look like the same underlying change stream; the rest are separate test/bot exercises that happen to touch overlapping files but do not fix the same concrete problem.", - "confidence": 0.89, + "summary": "These are mostly synthetic \"do not merge\" PRs used to probe CI, bots, or telemetry, but they do not line up as true duplicates of one concrete fix. The only close-looking pair still changes different test/CI paths, so I would keep the cluster split.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the best canonical PR because it is the substantive change set in the one clearly related pair; 46100 looks like a narrower follow-up/duplicate test-only variant of the same ViT test migration theme.", + "canonical_pr_reason": "PR 45932 is the broadest representative of the synthetic CI/OTEL test-migration group; it touches the main workflow/telemetry plumbing and is more central than the tiny test-only forks.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the strongest representative of the cluster\u2019s only true duplicate relation and includes the broader implementation context, whereas the other PRs are either unrelated or just test scaffolding.", + "best_pr_reason": "PR 45932 is the best single representative of this cluster because it is the most substantial and most clearly tied to the test/observability experiment theme.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "Both are intentional \"don't merge\" test PRs and both touch ViT tests, but they are not the same concrete bug/change; one is a repo-bot format check and the other is an OTEL/migration test PR with broader unrelated edits." + "reason": "Both are synthetic PRs, but they change different areas (setup/versioning vs workflow/test-diff display) and do not look like the same concrete change." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "Shared ViT test file alone is not enough; 43488 is a setup/version format probe, while 43532 is a workflow/UI diff inspection PR with workflow and utility changes." + "reason": "Overlap is only in one shared test file; the rest of the diffs target unrelated setup, CI, and helper code paths." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "These are both test/infrastructure-heavy PRs, but they target different areas and purposes; they do not appear to be one underlying fix or change." + "reason": "They are both bot/test harness exercises, but the edited files and intent differ enough that they are not the same underlying change." }, { "left": "pull_request:45932", "right": "pull_request:46100", - "accept": true, - "reason": "These look like the same ViT test-migration/change stream: both introduce test-only alterations in the same model test area, and 46100 appears to be a narrower variant of the broader PR 45932." + "accept": false, + "reason": "Both are synthetic test PRs, but one is a broad CI/OTEL instrumentation tweak while the other only injects failing ViT tests; they are not the same code-path fix." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "They overlap on a ViT test filename, but 46100 is a tiny assertion-only test change while 46114 is a much broader migration/OTEL test PR; not the same concrete change." + "reason": "Shared test-file noise is not enough here; the surrounding workflow and helper changes indicate different synthetic experiments rather than one duplicate PR." } ] }, @@ -19118,7 +19061,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19134,7 +19077,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "76973a61890979cf64b1ca7d69fd202c4559dc7d25a98bad5327e345a671fa54", + "prepared_review_unit_hash": "d96ebd3bfb662b36d4fb6c4658550b46c70be796840d42bdde276d0088faeff9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19156,18 +19099,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are superficially similar but implement different pipelines: promptable concept segmentation vs promptable visual segmentation. They share documentation and registration scaffolding, yet the concrete feature, model integrations, and tests differ.", - "confidence": 0.95, + "summary": "The two PRs are related multimedia segmentation feature additions, but they implement different pipelines and target different model integrations, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 43612 adds promptable concept segmentation, while 43613 adds promptable visual segmentation; they are separate feature changes with different code paths and tests.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43613 is the stronger representative of this cluster because it appears to have the broader, more complete promptable visual segmentation implementation with multiple model/test integrations.", + "best_pr_reason": "PR 43613 is the broader representative of the cluster because it includes the more extensive visual-segmentation pipeline integration across multiple model families and tests, but it is still not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are different features/code paths, not the same underlying change. One adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation; they only overlap on generic pipeline/docs registration files." + "reason": "Different underlying features: concept segmentation vs visual segmentation. They touch overlapping docs/shared plumbing, but the concrete pipeline implementations, model integrations, and tests are distinct and would not plausibly be merged into one PR." } ] }, @@ -19181,7 +19124,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19197,40 +19140,40 @@ "soft_pairs": [ "pull_request:43649|pull_request:46301" ], - "prepared_review_unit_hash": "48a76a0e9597c9b17266f2747f053531c1e2a284f8f7cb8be4e24437e190e30b", + "prepared_review_unit_hash": "dd312935a89f3d83416b3b216767aa9458adaad6b25f0325889fe04af85dbde6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4652, - "estimated_input_tokens": 1163, - "estimated_eval_tokens": 2582 + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4652, - "estimated_input_tokens": 1163, - "estimated_eval_tokens": 2582 + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 }, "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 CI/new-failure reporting workflow update, while the other is a separate CircleCI/test-marker change with unrelated test edits.", - "confidence": 0.95, + "summary": "Two open PRs, but they are not duplicates: one is about CI/self-comment failure reporting, the other is about CircleCI test selection and includes unrelated test edits. The only overlap is an incidental shared test file.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43649 is the more substantive and coherent change, centered on CI/new-failure reporting and related workflow utilities; 46301 is a separate, smaller CI/test configuration tweak.", + "canonical_pr_reason": "PR 43649 is the more coherent substantive change and the only one clearly aimed at a real workflow/reporting fix; PR 46301 looks like an unrelated CI/test-selection tweak with dummy failing assertions in tests.", "best_issue_reason": null, - "best_pr_reason": "PR 43649 is the best representative artifact in the cluster because it has a clear, descriptive scope and a more complete implementation than the placeholder-titled 46301.", + "best_pr_reason": "PR 43649 is the best representative of the cluster because it has a concrete workflow change and a focused maintenance purpose, whereas PR 46301 is narrowly about CircleCI markers plus unrelated test file edits.", "soft_edge_verdicts": [ { "left": "pull_request:43649", "right": "pull_request:46301", "accept": false, - "reason": "Shared only a test filename; the changes target different CI paths and different behaviors, so they are not the same underlying bug/change." + "reason": "Reject: these touch different code paths and solve different problems. 43649 changes self-comment CI/reporting behavior; 46301 changes CircleCI job markers and test files. Sharing a test filename is not enough to indicate the same underlying fix." } ] }, @@ -19244,7 +19187,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19260,40 +19203,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "ead0276402f457b5ee6929f04d24d52c296ffaf981fbacda5ebaa5f5500f7f1a", + "prepared_review_unit_hash": "a7cc09bd4853410e1ba2baf6364f1c290bfddf32518a9d4d2866e44203bf3386", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file, but they address different Trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering for custom trainers. They are not the same underlying change, so the soft duplicate link should be rejected.", - "confidence": 0.92, + "summary": "These are two distinct Hugging Face Trainer PRs touching the same file but different code paths: gradient-accumulation loss scaling vs. signature-based column filtering. They should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: PR 43651 changes loss scaling logic via _loss_is_scaled_for_ga, while PR 43663 introduces _get_signature_columns for dataset column filtering. Different code paths and different behavior.", + "canonical_pr_reason": "No canonical PR: the PRs implement separate Trainer behaviors and do not appear to be the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global duplicate target; if forced to pick a representative, 43651 is the more self-contained behavioral change, but it does not subsume 43663.", + "best_pr_reason": "No single best PR for duplication purposes; neither PR is a duplicate of the other, so the cluster should remain split.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer features and code paths: one is about gradient accumulation loss normalization, the other about model signature introspection / column filtering. They could not plausibly be merged as one fix." + "reason": "Different Trainer extension points and different behavior changes: one alters loss scaling during training_step, the other factors out signature column filtering. Same file/subsystem only, not the same bug or change." } ] }, @@ -19307,7 +19250,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19323,7 +19266,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "793b64853bdcaf11c1d1d33ea9fcf616151b2afce63a123c615ba3654eaa5155", + "prepared_review_unit_hash": "18a21bd5aa2a893db884d83b7088f6987053c619d2c28cd74e8f847ffd33c2bd", "component_budget": { "node_count": 2, "item_count": 2, @@ -19345,32 +19288,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about `TypeAdapter`/annotation import-time failures, but they target different variants of the problem: #43656 is a broader type-annotation cleanup with `from __future__ import annotations`, while #43842 is a narrower fix for missing `pydantic` by moving `TypeAdapter` behind `TYPE_CHECKING`. They are related, but not the same concrete change.", - "confidence": 0.84, + "summary": "Both pull requests target the same NameError in `src/transformers/cli/serve.py` around `TypeAdapter` annotation evaluation; one uses postponed annotations, the other guards the import with `TYPE_CHECKING` and quotes the annotation.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "#43656 is the better representative only if one needs a single PR for the cluster: it is the earlier, broader CLI typing fix and has more discussion/activity. That said, it is not a duplicate of #43842.", + "canonical_pr_reason": "PR #43656 is the broader fix: it addresses the annotation-evaluation problem directly with `from __future__ import annotations` and related type-hint cleanup, covering the same runtime failure more generally.", "best_issue_reason": null, - "best_pr_reason": "#43656 is the stronger standalone PR for the reported CLI NameError because it directly addresses the annotation/runtime typing issue with a more comprehensive fix and has clearer review activity; #43842 is a separate pydantic-missing variant.", + "best_pr_reason": "PR #43656 is the strongest single representative because it solves the same `TypeAdapter` NameError in the CLI in a more general way and fits the same code path as the narrower follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file and broadly similar theme, but different concrete fixes and issue targets: #43656 is a future-annotations/type-hint cleanup, while #43842 specifically avoids runtime `TypeAdapter` import when `pydantic` is absent. They would not naturally merge as one duplicate PR." + "accept": true, + "reason": "Both PRs fix the same underlying `TypeAdapter` NameError in `src/transformers/cli/serve.py` at import/annotation time. The second is a narrower variant of the same bug fix, so they are close enough to treat as duplicates or mergeable into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are about a `TypeAdapter` annotation-time `NameError`, and the described fixes are compatible as alternative ways to avoid runtime evaluation. The PR-pair mergeability claim is plausible and not overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 14, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19436,7 +19382,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19519,7 +19465,7 @@ "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", - "pull_request:43997|pull_request:44017", + "pull_request:44017|pull_request:44018", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -19533,8 +19479,8 @@ "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:44071|pull_request:44129", "pull_request:43997|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", @@ -19548,20 +19494,20 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "378b3f2419e2400107697b76b73268a2293f421aa889dee443f2cdb00fd8a956", + "prepared_review_unit_hash": "0fcba35f49907901723345e7d2c77bf125aff1a7ab0b827c5b6fb355b0cb395a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75092, + "serialized_chars": 75091, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -19570,126 +19516,126 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly model-specific refactors for standardized output tracing. The only clear duplicate-like pairs are the GPT-J/CodeGen variants and the GPT-Neo variants; most other pairs are unrelated because they target different model implementations even if they share the same tracking issue.", - "confidence": 0.84, + "summary": "This cluster is mostly a set of model-by-model refactors toward standardized output tracing; most pairs are not duplicates even when they share the same umbrella issue. The only strong duplicate group here is the GPT-J/CodeGen refactor lineage, plus the two GPT-Neo refactors.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the duplicate family: it is the later, broader GPT-J/CodeGen standardized-output refactor and appears to supersede earlier GPT-J variants.", + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen refactor thread: it is the later, more complete change set, explicitly tied to #43979, and covers the same concrete output-tracing code path as the closest near-duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single PR to keep because it covers the same concrete output-tracing change set as the other GPT-J/CodeGen submissions and looks like the most complete revision.", + "best_pr_reason": "PR 44722 is the strongest overall representative of the shared output-tracing migration work in this cluster because it directly addresses the targeted decorator-based refactor and subsumes the closest overlapping GPT-J/CodeGen changes.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same meta-issue target is not enough." + "reason": "Same umbrella theme, but different concrete model code (CVT/FNet vs GPT-J). Not the same underlying bug or change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths; both are output-tracing refactors, but not the same change." + "reason": "Unrelated model implementations; both are output-tracing refactors, but not the same code path or change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors touching the same underlying code path; the later PR looks like a narrowed/reworked version of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066 is just the broader GPT-J/CodeGen variant." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; this is only a thematic similarity." + "reason": "Different models and different concrete implementations; shared issue target alone is not enough." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated refactors despite the shared issue target." + "reason": "EfficientNet vs GPT-J/CodeGen: same refactor pattern, but not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different code paths and not mergeable as one concrete fix." + "reason": "Different model families and different code paths; not duplicates." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are distinct models; this is not the same underlying bug." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; only the refactor style matches." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same broad pattern, different code." + "reason": "GPT-J/CodeGen versus MGP-STR; unrelated model code." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are different model code paths, so they should stay separate." + "reason": "GPT-J/CodeGen and MPT are separate model implementations; not the same fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both PRs target GPT-Neo output tracing in the same model file and appear to be alternate versions of the same refactor." + "reason": "Both target GPT-Neo output tracing on the same model/file path; one is the more minimal variant of the other." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations; not the same change." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model paths; same refactor family but not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different code paths and should not be merged as duplicates." + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths; not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated despite similar output-tracing goals." + "reason": "ResNet refactor versus GPT-J/CodeGen refactor; different code and behavior." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models; same output-tracing theme only." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are unrelated model refactors." + "reason": "ResNet and GPT-J are unrelated implementations; not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate implementations with different output logic." + "reason": "GPT-Neo versus ResNet; different model subsystems and different changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model changes." + "reason": "ResNet and MPT are separate model code paths; only the refactor style overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model families." + "reason": "GPT-Neo and Flaubert/XLM are unrelated; same umbrella issue target does not make them duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + "reason": "Different model families and concrete code paths." }, { "left": "pull_request:44068", @@ -19701,187 +19647,241 @@ "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different refactors." + "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different models; same issue target does not make them duplicates." + "reason": "GPT-Neo versus GPT-J; same broad refactor family, but not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are unrelated model-specific changes." + "reason": "GPT-Neo and MGP-STR are unrelated models." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model code paths." + "reason": "Different models and different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT versus GPT-J; not the same change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated changes." + "reason": "GPT-2 and MGP-STR are unrelated implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; these are not the same underlying bug." + "reason": "GPT-J versus MGP-STR; no shared concrete bug or patch." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "ViLT and Flaubert/XLM are different model families and code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MPT are separate code paths." + "reason": "GPT-2 refactor versus GPT-J/CodeGen refactor; same theme, different underlying change." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated refactors." + "reason": "Segformer and LongT5 are unrelated implementations." }, { - "left": "pull_request:44017", + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated models." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different model implementations." + "reason": "Flaubert/XLM and LongT5 are unrelated model code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44018", "accept": false, - "reason": "Segformer and VisualBERT are unrelated changes." + "reason": "Segformer and GPT-Neo are unrelated implementations." }, { - "left": "pull_request:44068", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "SqueezeBert and MPT are different models; not duplicates." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT versus MGP-STR; only the refactor pattern overlaps." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBERT are unrelated model-specific refactors." + "reason": "RegNet and VisualBERT are different model subsystems." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are different models and different fixes." + "reason": "TextNet and Flaubert/XLM are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and MPT are separate code paths." + "reason": "RegNet and GPT-Neo are unrelated model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and Segformer are different implementations; this is only thematic similarity." + "reason": "MPNet and LongT5 are separate implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model changes." + "reason": "RegNet and LongT5 are different models and different changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model families." + "reason": "TextNet and LongT5 are not the same underlying fix." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and GPT-J are different model code paths; not the same concrete fix." + "reason": "GPT-Neo and LongT5 are unrelated model code paths." }, { - "left": "pull_request:44101", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are separate model implementations." + "reason": "CVT/FNet versus LongT5: different implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and TextNet are different model-specific refactors." + "reason": "CVT/FNet and Segformer are unrelated model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa-v2 are unrelated code paths." + "reason": "SqueezeBert and DeBERTa are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different models; same theme does not imply duplicate." + "reason": "DeBERTa and TextNet are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing change set, with overlapping files and the later PR looking like the finalized revision." + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same concrete code path; 44722 is the later/broader version." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors over the same file and appear to be alternate versions of the same fix family." + "reason": "Both are GPT-J output-tracing refactors and could be merged into a single GPT-J PR; 44722 additionally includes CodeGen." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are unrelated models; same issue tag does not imply duplicate work." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "CVT/FNet and RegNet are different model implementations." + "reason": "Segformer and VisualBERT are different model code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated changes." + "reason": "VisualBERT and Flaubert/XLM are unrelated implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are different models and different fixes." + "reason": "MPNet and Flaubert/XLM are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44072", + "right": "pull_request:44085", "accept": false, - "reason": "DeBERTa-v2 and VITS are unrelated model refactors." + "reason": "EfficientNet and GPT-J are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44161", + "right": "pull_request:44722", + "accept": false, + "reason": "LongT5 and GPT-J/CodeGen are different models and changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The accepted soft-edge pairs are all within the same model family/file path (GPT-J/CodeGen and GPT-Neo), while the rejected pairs are correctly treated as cross-model thematic similarities rather than duplicates. The representative-PR choice for 44722 is also supported by the later, broader GPT-J/CodeGen diff set." + "feedback": "The summary is grounded in the packet and stays conservative about cross-model pairs. The accepted soft edges are limited to the clearly overlapping GPT-J/CodeGen lineage and the GPT-Neo pair, which look mergeable as single bugfix PRs. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -19892,7 +19892,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 32, + "component_count": 31, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19919,20 +19919,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "87b22903ed48fa5a9b78af8757510d9ee39c2ce2b8707f3796450d53e9e21b1b", + "prepared_review_unit_hash": "cf83942ee8d6b5529b7bd799d4ce9f86b95a9ed4890c3f1ed0ea2dab0c1c5a74", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, + "serialized_chars": 17127, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -19941,48 +19941,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific PRs in the same broader standardized output-tracing effort, but they are not duplicates of one another. Each PR targets a different architecture and code path, so none of the soft edges should be merged.", - "confidence": 0.95, + "summary": "This cluster is a set of model-specific refactors to migrate output tracing to the standardized capture_outputs / can_return_tuple pattern. They are thematically related but not duplicate fixes of the same concrete code path, so the soft PR-PR edges should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best single representative: it has an explicit tracking issue, a clear standardized output-capture refactor, and is scoped to one concrete model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest representative of the theme: it has an explicit issue target, a substantive refactor in SpeechT5 output tracing, and the diff shows the standardized capture_outputs plumbing being introduced in a concrete model path.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative of the cluster because it is tied to an issue and most clearly exemplifies the shared output-tracing migration pattern.", + "best_pr_reason": "PR 44129 is the best single representative because it is the most clearly scoped, ties to an issue, and demonstrates the refactor pattern most explicitly; however, it should not be treated as a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same general refactor theme, but different models (FocalNet vs ImageGPT) and different implementation paths; not the same concrete bug/change." + "reason": "Different model families and code paths (FocalNet vs ImageGPT). Similar refactor pattern, but not the same underlying bug or change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both update output-capture decorators, but they touch different models and different forward logic, so they are not duplicate fixes." + "reason": "VisualBert and TextNet are separate model implementations; one also changes tests. They share the decorator migration theme, not a single concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate code paths; this is a shared refactor pattern, not one underlying defect." + "reason": "MPNet\u2019s output-tracing refactor uses a different mechanism and model path than VisualBert\u2019s hook setup; not mergeable as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different architectures and model internals; the similarity is only at the migration-pattern level." + "reason": "MPNet and TextNet are unrelated model code paths. Same broad standardized-output refactor, but not the same bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert changes are model-specific and address separate output-tracing implementations, not the same bug." + "reason": "RegNet and SqueezeBert are distinct architectures with separate forward/output handling changes; too broad to count as the same fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are unrelated code paths; shared output-capture refactoring alone is not enough to treat them as duplicates." + "reason": "SqueezeBert and SpeechT5 touch different model implementations and output-capture plumbing. They are related refactors, not duplicate code-path fixes." } ] }, @@ -19996,7 +19996,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20061,12 +20061,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "af2b08fb15d1a3a3ccf28626e5ce3f6d2a47255e7e5dc7b40a9527955fe7636a", + "prepared_review_unit_hash": "c8275f1eb68abc4fcb10bb4921a2c9716824aa3bcffda648263fd8dd98fd5f72", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39784, + "serialized_chars": 39782, "estimated_input_tokens": 9946, "estimated_eval_tokens": 20148 }, @@ -20074,7 +20074,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39784, + "serialized_chars": 39782, "estimated_input_tokens": 9946, "estimated_eval_tokens": 20148 }, @@ -20083,258 +20083,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of model-specific \u201crefactor output tracing\u201d pull requests across unrelated architectures. They share a template and helper imports, but they do not look like duplicate fixes or mergeable variants of the same concrete code path.", - "confidence": 0.95, + "summary": "This cluster is a theme match, not a duplicate set: each PR is a model-specific output-tracing refactor in a different code path. They are too different to merge as one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best representative of the cluster because it is a substantive, multi-file refactor within one related model family and has the most activity among the candidates.", + "canonical_pr_reason": "No true canonical duplicate exists here; the cluster groups several distinct model-specific refactors under the same output-tracing theme. If one representative is needed, 44003 is the broadest because it spans both mamba and falcon_mamba and adds the output-capture plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest standalone candidate for triage: it is concrete, scoped to closely related depth models, and more developed than the single-file refactors.", + "best_pr_reason": "44003 is the strongest representative of the shared refactor theme because it is the most substantial implementation and touches two related model files with the new tracing helpers.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme is too broad for duplicate PR triage." + "reason": "Different models (timm_backbone vs upernet); same theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); not the same underlying change." + "reason": "Different model families and forward paths; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (timm_backbone vs univnet); only the output-tracing pattern overlaps." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44002", - "accept": false, - "reason": "Different models (timm_backbone vs upernet); not the same concrete bug or fix." + "reason": "Separate model implementations with only a shared refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems (timm_backbone vs mamba/falcon_mamba); too broad to treat as duplicates." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Different models and implementation paths (timm_backbone vs codegen); same refactor label is not enough." + "reason": "Different architectures and code paths; one is timm_backbone, the other mamba/falcon_mamba." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (timm_backbone vs rwkv); not a duplicate change." + "reason": "Different models; shared output-tracing language is too broad to dedupe." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models (mobilenet_v1 vs univnet); shared helper cleanup does not indicate the same fix." + "reason": "MobileNetV1 and UnivNet are unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (mobilenet_v1 vs upernet); not the same code-path problem." + "reason": "Different architectures and outputs; not the same underlying bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (mobilenet_v1 vs depth_anything); same refactor pattern only." + "reason": "Different model families; one is mobilenet_v1, the other depth_anything/prompt_depth_anything." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers (mobilenet_v1 vs vision_encoder_decoder); not mergeable as one fix." + "reason": "MobileNetV1 vs vision_encoder_decoder are unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers (mobilenet_v1 vs speech_encoder_decoder); only loosely similar." + "reason": "MobileNetV1 and speech_encoder_decoder are separate model stacks." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures (vision_text_dual_encoder vs univnet); not the same underlying bug or change." + "reason": "Different models (vision_text_dual_encoder vs univnet); same refactor style only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (vision_text_dual_encoder vs upernet); same refactor theme is too broad." + "reason": "Separate model code paths; not a single concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths (vision_text_dual_encoder vs mamba); not duplicate PRs." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different models (vision_text_dual_encoder vs codegen); no concrete shared fix." + "reason": "Different architectures and APIs; can_return_tuple use here is not the same change as Mamba tracing." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (vision_text_dual_encoder vs depth_anything); not the same change." + "reason": "Different model families and forward signatures." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models (univnet vs upernet); same helper refactor is not enough." + "reason": "UnivNet and UperNet are unrelated; only the refactor theme overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems (univnet vs mamba); not the same concrete code-path problem." + "reason": "Different model internals; not the same code-path problem." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (univnet vs depth_anything); not duplicates." + "reason": "UnivNet vs Depth Anything touch different implementations." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Different models (upernet vs mamba/falcon_mamba); only a superficial refactor similarity." + "reason": "UperNet and RWKV are unrelated model paths." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "Different models (upernet vs codegen); not the same underlying change." + "reason": "Different architectures; same high-level refactor name is not enough." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families (mamba vs codegen); shared tracing-refactor theme is too broad." + "reason": "Mamba output-tracing changes are unrelated to CodeGen's forward/cache signature refactor." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models (timm_backbone vs codegen); not the same fix." + "reason": "Timm backbone vs CodeGen are different models and code paths." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models (univnet vs codegen); not duplicate changes." + "reason": "Different architectures; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models (upernet vs codegen); same refactor label only." + "reason": "UperNet and CodeGen are unrelated beyond broad refactor wording." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen have different APIs and fix scopes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Related wrapper models, but different concrete code paths (depth_anything vs vision_encoder_decoder); not the same bug or change." + "reason": "Depth Anything and VisionEncoderDecoder are different model stacks." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers (depth_anything vs speech_encoder_decoder); too broad to merge as duplicates." + "reason": "Depth Anything and SpeechEncoderDecoder are separate code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models (depth_anything vs superpoint); not the same concrete fix." + "reason": "Different models; this is only a shared tracing refactor theme." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (depth_anything vs rwkv); not duplicate PRs." + "reason": "Depth Anything and RWKV are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models (depth_anything vs dpr); only a shared refactor pattern." + "reason": "Depth Anything and DPR are distinct model families." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Different wrapper types (vision_encoder_decoder vs speech_encoder_decoder); similar pattern, but separate code paths." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models (vision_encoder_decoder vs superpoint); not the same underlying change." + "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are different composites and fixes." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different models (vision_encoder_decoder vs rwkv); no concrete overlap beyond refactor style." + "reason": "Different model families; not one concrete bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models (vision_encoder_decoder vs dpr); not duplicates." + "reason": "VisionEncoderDecoder and DPR do not share the same implementation change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (speech_encoder_decoder vs superpoint); same helper-driven refactor only." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models (speech_encoder_decoder vs rwkv); not the same fix." + "reason": "SpeechEncoderDecoder and RWKV are different architectures." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models (speech_encoder_decoder vs dpr); not duplicate PRs." + "reason": "SpeechEncoderDecoder and DPR have separate forward code and outputs." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models (superpoint vs rwkv); not the same concrete bug or change." + "reason": "SuperPoint and RWKV are unrelated beyond the generic output-tracing theme." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models (superpoint vs dpr); shared output-tracing theme is insufficient." + "reason": "SuperPoint and DPR touch different model code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models (rwkv vs dpr); not the same code-path fix." + "reason": "RWKV and DPR are unrelated models; not mergeable as one PR." } ] }, @@ -20348,7 +20336,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20364,7 +20352,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "7bcb4bb52322df21a7a8bf03fdcb42be3b7575e538c1081cd71fcd0fd998521d", + "prepared_review_unit_hash": "76994f60a65737adb2451f68cf281e0fdd47459fd60323b67e8882b517650234", "component_budget": { "node_count": 2, "item_count": 2, @@ -20386,18 +20374,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs (PenguinVL vs. Voxtral TTS). Their overlap is mostly shared Transformers boilerplate and docs/auto-registration, not the same underlying change.", - "confidence": 0.98, + "summary": "These are two unrelated model-implementation PRs that only overlap in broad Transformers scaffolding files; they do not fix the same underlying bug or add the same feature.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the PRs target different models and different user-facing features (PenguinVL vs. Voxtral TTS).", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If forced to pick one representative PR, 45401 is slightly more actionable because it has an explicit issue link and a focused Voxtral TTS feature scope, but it is not a duplicate of 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: they implement different model integrations with different files, configs, and tests. Shared docs/auto-registry updates are broad repository boilerplate, not evidence of the same concrete bug or mergeable change." + "reason": "Reject: they implement different model families and different behaviors; shared auto-registration/docs files are incidental scaffolding, not evidence of the same concrete change." } ] }, @@ -20411,7 +20399,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20419,62 +20407,81 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-44979-2", + "cluster_id": "cluster-44979-4", "nodes": [ "pull_request:44979", - "pull_request:45363" + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" ], "soft_pairs": [ - "pull_request:44979|pull_request:45363" + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "5202eeb9bac699914c133d3d91f17bffc58addc971858be2e0b32a77b3252c72", + "prepared_review_unit_hash": "5a9b12ce50d39b4bf63a883ca39b21e49407e0c92bda29a21d647825bcf4f80e", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4407, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4407, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related at a high level (module/kernel fusion), but they are not the same change: one introduces a general Module Fusion API, while the other wires in KernelConfig-based n-to-1 kernel fusion and examples. I would not deduplicate them.", - "confidence": 0.91, + "summary": "Three of the PRs are iterative versions of the same KernelConfig-based n-to-1 kernel fusion feature; the Module Fusion API PR is related but appears to be a separate abstraction rather than the same change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational abstraction: it adds the standalone Module Fusion API and test coverage, which is the likely prerequisite layer for later fusion integrations.", + "canonical_pr_reason": "PR #46339 is the most consolidated and latest KernelConfig fusion iteration, with the same core loading/integration/test footprint as the earlier fusion PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more concrete end-user feature PR because it actually applies kernel fusion through KernelConfig across model loading/integration code and includes an example demonstrating usage.", + "best_pr_reason": "PR #46339 is the best representative of the cluster because it appears to be the final, simplified version of the shared n-to-1 kernel-fusion feature.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the broad theme of fusion, but #44979 implements a general module-fusion API in a new core file, while #45363 implements KernelConfig-driven n-to-1 kernel fusion plus integration/example code. Different concrete code paths and not mergeable as one PR." + "reason": "Both are in the fusion area, but #44979 is a new Module Fusion API while #45363 is specifically KernelConfig-based n-to-1 kernel fusion; they are related abstractions, not the same concrete change." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "They target the same KernelConfig n-to-1 fusion path, touch the same loading/integration/test files, and #46339 reads like a later refinement/consolidation of the same feature." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "Both implement the same KernelConfig-based n-to-1 kernel fusion flow and overlap heavily in core files and tests; #46339 looks like an iterative cleanup/extension of #45666 rather than a distinct PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 44979 is a different Module Fusion API abstraction, while 45363, 45666, and 46339 all center on KernelConfig-based n-to-1 kernel fusion and share overlapping loading/integration/test files. The representative choice of 46339 is reasonable because it is the latest PR and its title explicitly says \u201cExtended & simplified.\u201d The soft-edge verdicts are conservative enough here, especially for the 44979 vs 45363 separation." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 19, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20490,7 +20497,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e3579bf07dfc4c4ca89b89cb1d9e2859995ad958eb65489563a767fcd027a336", + "prepared_review_unit_hash": "e9b5bd792f97fe59a2d49867b58345eb48f4e74d0e10962b1396b36c516d98e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20512,18 +20519,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral pre-tokenizer AttributeError fix in the same file; 45317 is the more complete version because it includes tests, so it is the best canonical representative.", + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path; PR 45317 is the stronger canonical candidate because it includes tests and fuller validation.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the more complete implementation of the same fix and adds test coverage, so it is the best canonical PR for this cluster.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same bug as 45086 but adds test coverage and appears to be the more complete implementation of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is preferable because it covers the same code-path bug as 45086 but also includes validation in tests and appears to be the fuller change.", + "best_pr_reason": "PR 45317 is the best representative of the cluster because it addresses the same concrete failure mode with additional test coverage and clearer validation.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug in _patch_mistral_regex, same source file, and the diff shows the same fix with 45317 adding tests; they plausibly represent the same change set." + "reason": "Same underlying bug and same code path in `_patch_mistral_regex`; the diffs overlap on the identical fix, so these are duplicate PRs that could plausibly be merged into one." } ] }, @@ -20537,7 +20544,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20553,12 +20560,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "747ef73ab92a9822afb96d45dc61f3fe09cfd5dae2938b552a7503822abea01b", + "prepared_review_unit_hash": "8a71a66787a597d70a503a41a573482a0d0cabb9b632d0e5f58467976805cbaa", "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 }, @@ -20566,7 +20573,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20575,18 +20582,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH transformer PRs, but they are not the same change: #45115 is a narrow refactor/conversion-mapping update to make NemotronH inherit GraniteMoeHybrid-like structure, while #45569 is a broader model split that adds dedicated NemotronHDense/NemotronHSparse packages, docs, auto-mapping, and tests. They overlap in shared NemotronH files, but target different code-path changes.", - "confidence": 0.92, + "summary": "These are related NemotronH changes, but they address different concrete changes: one is a refactor to make `nemotron_h` inherit GraniteMoeHybrid-like structure, while the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping/tests. They are not the same underlying PR and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical representative for the cluster because it is the broader, more complete NemotronH family reorganization, introducing dedicated dense/sparse model packages and the supporting docs/auto-mapping updates.", + "canonical_pr_reason": "PR 45569 is the more complete and user-facing change set: it introduces the dense/sparse model split, updates auto mappings, docs, and tests. PR 45115 is a narrower refactor focused on inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest single PR to represent the work since it covers the larger end-state change; #45115 is a narrower precursor refactor rather than the same concrete fix/change.", + "best_pr_reason": "PR 45569 is the best representative because it captures the broader final implementation surface for NemotronH and is more likely to be the one to keep as the primary tracking PR.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: both touch NemotronH internals, but #45115 is a structural conversion/refactor toward GraniteMoeHybrid compatibility, whereas #45569 creates separate NemotronHDense/NemotronHSparse modules and updates docs/tests. They are related but not the same underlying change and would not plausibly merge as one identical PR." + "reason": "Both touch NemotronH internals, but the diffs point to different changes: 45115 refactors the existing model to inherit GraniteMoeHybrid-style components and adds conversion mapping, while 45569 introduces separate `nemotron_h_dense`/`nemotron_h_sparse` implementations plus docs and tests. They are related, not the same code-path fix/change." } ] }, @@ -20600,7 +20607,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20616,7 +20623,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "c5336d0210fb844e8c653cc8f1aaaf1860cda51908faeaad5653223c36c0a938", + "prepared_review_unit_hash": "c1d1ffe1c05cc971c50045e57c7f353238bb8113c434d4ccd9806c1e6df1d661", "component_budget": { "node_count": 2, "item_count": 2, @@ -20638,18 +20645,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are closely related and share heterogeneous config infrastructure, but they are not duplicates: PR 45333 adds per-layer configuration support, while PR 45332 builds on that with broader heterogeneous modeling/cache/masking changes. Treat them as related work, not the same underlying PR.", - "confidence": 0.86, + "summary": "These two pull requests are closely related pieces of a larger heterogeneous-model feature, but they are not the same change: one adds per-layer config infrastructure, while the other adds broader heterogeneous modeling support that consumes that infrastructure. They should not be treated as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes heterogeneous modeling plus cache/masking updates and also depends on the shared config infrastructure, so it is the most representative PR in the cluster.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change and the better representative of the heterogeneous-model work, since it includes the modeling/cache updates and tests in addition to heterogeneous config plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the fuller end-to-end heterogeneous model support rather than only the config layer.", + "best_pr_reason": "PR #45332 is the best overall representative because it covers the concrete runtime behavior changes, not just the config-layer API foundation.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct scope. 45333 is per-layer configuration support; 45332 is the larger modeling/cache/masking implementation that uses that config infrastructure. They would not plausibly be merged as one duplicate PR." + "reason": "Related feature work, but not the same underlying code-path change. #45333 adds heterogeneous per-layer config support; #45332 builds on that with model/cache behavior and broader modeling integration. They could be part of one roadmap, but they are not duplicate PRs." } ] }, @@ -20663,7 +20670,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20679,7 +20686,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "5a3de3863fcb626aece1cf28ed4779e41e3f5d98bfe1ed8cf54547a4bb6aba60", + "prepared_review_unit_hash": "c64563d5d7767cb0d6fdd5551dfed37e59582a4d15c59fcbdb81a7f4ba8b21dc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20701,18 +20708,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused PRs in the same repository, but they address different changes: one is a broad type-checking sweep across many files, while the other adds specific typing protocols/aliases and supporting tests. They are not the same underlying change.", - "confidence": 0.93, + "summary": "Both PRs are typing-related, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds specific typing protocols/aliases for `modeling_utils` and related helpers.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, code-structure change: it introduces shared typing protocols/aliases and updates a few consumers, making it a better representative if a single PR must anchor the cluster.", + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change; it introduces concrete protocol/alias support for specific code paths rather than a repo-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the broadest representative of the typing cleanup theme, but it is still a separate large-scale type-checking sweep rather than the same fix as 45425.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrow, concrete goal and clearer mergeable scope. PR 45415 is a broader type-checking cleanup, not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related, but 45415 is a repository-wide type-checking pass while 45425 adds specific protocol/alias definitions and targeted fixes. They do not appear to fix the same concrete bug or change and would not plausibly merge as one PR." + "reason": "They are both typing-related, but they fix different things: 45415 is a wide annotation/type-check sweep with pyproject ignores, while 45425 adds specific typing protocol/alias support in a different area. Shared filenames alone are not enough to treat them as one PR." } ] }, @@ -20726,7 +20733,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20742,7 +20749,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "a19e56d023c1994b65d4ac4f23d4bdc4ab7ee78773eb43cf07c9133b7db12308", + "prepared_review_unit_hash": "983c8afcbdad17fa15f32a64bcd4f9a8edf4e75beb8446d00b68f93142dbc5cf", "component_budget": { "node_count": 2, "item_count": 2, @@ -20764,18 +20771,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one fixes cached multi-token forward behavior in Qwen3.5/OLMo-hybrid linear attention paths, while the other fixes Mamba2 cache handling when seq_len > 1. They touch different model families and different code paths.", - "confidence": 0.96, + "summary": "These pull requests are not duplicates: one fixes Mamba2 cache handling for seq_len > 1, while the other fixes multi-token cached forward in Qwen3.5/Qwen3-next/OLMO hybrid linear attention paths.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the cleaner canonical representative: it has an explicit tracking issue, a focused Mamba2 cache bug, and a narrow fix for seq_len > 1 cached forward.", + "canonical_pr_reason": "PR 46084 is the tighter representative fix: it targets one explicit issue and a single concrete cached-forward bug in Mamba2.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the best representative of the cluster because it is the most self-contained and clearly tied to a single concrete bug fix.", + "best_pr_reason": "PR 46084 is the best standalone PR candidate because it is narrowly scoped to one code path and one bug, making it easier to review and merge as-is.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Reject: these PRs fix different underlying bugs in different architectures (Qwen3.5/OLMo hybrid vs Mamba2). Similar cache-related wording is too broad to treat as the same change." + "reason": "Different models and different cache bugs: 45513 changes linear attention cached forward across Qwen/OLMO variants, while 46084 fixes Mamba2 use_cache behavior for seq_len > 1. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -20789,7 +20796,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20805,12 +20812,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "f2394e1e9c1a06238dc9d3c7899e8261ecaf988370ac9c952dfa92b88a65f871", + "prepared_review_unit_hash": "d4f9b95a8cdef00e2d73087287f1d118044015da6458b9c1ef04b670c23abe6a", "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 }, @@ -20818,7 +20825,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20827,18 +20834,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both about expert parallelism loading, but they fix different bugs: one targets DeepSpeed ZeRO-3/accelerate launch config serialization and EP detection, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They share a subsystem, not the same underlying change.", - "confidence": 0.95, + "summary": "These two PRs both mention expert parallelism, but they fix different loading-time failures: one removes `distributed_config` from config serialization and adds an EP flag helper, while the other prevents expert parameters from being overwritten during sharded loading/broadcast. They are related by subsystem, not the same underlying bug.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it addresses the more concrete EP parameter-loading failure and spans the relevant loading paths, whereas 45548 is a narrower configuration/flag fix.", + "canonical_pr_reason": "PR #45662 is the better canonical PR candidate because it addresses a concrete, clearly bounded code-path bug in parameter loading/sharding with a targeted fix, whereas #45548 is narrower and more about config serialization plus an EP helper.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone change: it fixes a specific corruption path for expert weights and includes the most directly relevant code-path updates.", + "best_pr_reason": "PR #45662 is the strongest standalone representative of the cluster: it has the clearest symptom-to-fix relationship and the most specific, actionable change set for expert-parallel loading correctness.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different concrete bugs and loading paths: 45548 is about serialize/recognize distributed_config for EP + ZeRO-3, while 45662 prevents expert tensors from being overwritten during FSDP2 loading. Shared EP theme is not enough to treat them as duplicates." + "reason": "Both touch EP-related loading, but #45548 is about serializing `distributed_config` and exposing `has_ep`, while #45662 fixes expert params being overwritten via rank-0 broadcast/post-shard wrapping. Different bugs and code paths." } ] }, @@ -20852,7 +20859,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20868,7 +20875,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "320514d18032dd0baa3b1ff319de62fe9696da08490300170467ac36f98f4f02", + "prepared_review_unit_hash": "98635dc2181ef67d24d9e38c2a72e695684ceed1e1144f82431e43e06b477060", "component_budget": { "node_count": 2, "item_count": 2, @@ -20890,18 +20897,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision problem in testing debug logs; 45645 is the broader, more complete fix and likely subsumes 45639.", - "confidence": 0.93, + "summary": "Both PRs address the same xdist-related captured_info/debug-log collision in `testing_utils.py`; PR 45645 is the broader, more complete fix because it also updates CI to read multiple worker-specific files.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it fixes the core xdist artifact-collision bug in `testing_utils.py` and also updates CI log collection to handle multiple captured files, making it the more complete change.", + "canonical_pr_reason": "PR 45645 is the better canonical PR: it implements the core xdist-safe output change and also preserves CI/debug-log collection across worker-specific files, making it the more complete version of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best overall PR for the cluster since it covers the same underlying bug as 45639 plus the downstream CI/log-handling pieces needed to preserve the debug output reliably.", + "best_pr_reason": "PR 45645 best represents the cluster because it covers the same underlying bug as 45639 plus the necessary downstream CI handling.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist collision in captured_info/debug logging, touch the same core path in `testing_utils.py`, and could plausibly be merged into one change; 45645 is just a broader version of the same fix." + "reason": "Same underlying xdist collision bug for captured_info artifacts/debug logs; both modify the same core testing utility path and could plausibly be combined into one PR, with 45645 adding CI consumption of the new per-worker files." } ] }, @@ -20915,7 +20922,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20931,7 +20938,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "ed20ce910ca11ab9e3eeba7e8e2a5e2cd6a3bcb5286d08374f82c83946ce0a35", + "prepared_review_unit_hash": "4f0698070b82f042cb9a809569bd1fd1eddb05f1eaa3d359ea5ba1d88a5553e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20953,18 +20960,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds a missing AutoModel mapping for GlmAsr, while the other implements attn_implementation dispatch support for RecurrentGemma across model code, conversion mapping, and tests.", - "confidence": 0.95, + "summary": "These two open PRs are unrelated: one adds a model mapping entry for glmasr in AutoModel, while the other adds attn_implementation dispatch support for RecurrentGemma across modeling/tests/docs.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46320 is the stronger standalone change: it fixes a concrete RecurrentGemma code path and includes implementation plus tests, making it the better representative PR in this set.", + "canonical_pr_reason": "PR #46320 is the stronger representative because it makes a broader functional change with code, tests, and docs around RecurrentGemma attention dispatch; PR #45670 is a small auto-mapping tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 46320 is the most substantial and self-contained candidate; it addresses a specific runtime behavior change rather than a small registration tweak.", + "best_pr_reason": "PR #46320 is the best standalone PR in this cluster since it addresses a concrete feature gap and includes supporting test/doc changes.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Reject: these address different problems in different model families. 45670 is a registry/mapping tweak for GlmAsr, while 46320 adds RecurrentGemma attention-dispatch support with code and tests; they are not the same underlying bug/change." + "reason": "Different code paths and different changes: AutoModel registration for glmasr versus RecurrentGemma attention-dispatch support. They are not the same underlying bug or mergeable as one PR." } ] }, @@ -20978,7 +20985,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20994,40 +21001,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "8d6cd20727be08e57c609ccc74344b2873a1bcbec1660cce25dda6ecd08730b4", + "prepared_review_unit_hash": "f43233804fde09d37570e1f8d0f5b893888fc4363a1b0bb21fe854dfe88d1d89", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7127, - "estimated_input_tokens": 1782, - "estimated_eval_tokens": 3820 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7127, - "estimated_input_tokens": 1782, - "estimated_eval_tokens": 3820 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different linter/modeling-rule PRs: PR 45720 implements part of TRF003 across forward methods, while PR 46259 adds a separate rule TRF018/TRF016 for dead do_* flags in image/video processors. They overlap in a few model files, but they target different bugs and should not be merged together.", - "confidence": 0.95, + "summary": "The two pull requests are both linter/modeling-rule work, but they address different rules and completely different code paths: TRF003 for return-tuple behavior in text/audio models vs TRF018/TRF016 for dead do_* flags in image/video processors. They are not duplicates and should not be merged as one PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the stronger representative of the cluster because it is a concrete code-path change across model forward methods, whereas PR 46259 is a separate modeling-rule addition with docs and rule enforcement.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the best PR candidate to keep as the representative item since it makes the more substantive implementation change and is not just rule documentation.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: TRF003 alters model forward tuple/return_dict handling, while TRF018/TRF016 enforces consumption of do_* flags in preprocessing. Shared files are incidental, not the same code-path fix." + "reason": "Different underlying changes: one updates forward/return_dict handling across many text/audio model files, the other adds a modeling rule about image/video processor boolean flags and touches a different set of files. Shared subsystem/linting theme is too broad to treat as the same fix." } ] }, @@ -21041,7 +21048,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21107,7 +21114,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21115,148 +21122,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46019-2", - "nodes": [ - "pull_request:46019", - "pull_request:46334" - ], - "soft_pairs": [ - "pull_request:46019|pull_request:46334" - ], - "prepared_review_unit_hash": "0a5902806a7e33be3553fd30ad8ee5614b7220c6ec9000f3695ef466e69aa8a6", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4045, - "estimated_input_tokens": 1012, - "estimated_eval_tokens": 2280 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4045, - "estimated_input_tokens": 1012, - "estimated_eval_tokens": 2280 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are two separate documentation PRs in the same file: one adds tensor-parallelism guidance for continuous batching, the other clarifies the fast-path/kernel support matrix for CUDA/XPU. They share topic area but not the same underlying change or bug.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate: PR 46019 adds a new tensor-parallelism section and example, while PR 46334 only updates fast-path behavior docs and support tables. They address different documentation changes.", - "best_issue_reason": null, - "best_pr_reason": "PR 46019 is the more substantial standalone documentation addition for a specific new capability; PR 46334 is a narrower clarification. If one must be picked as the representative PR, 46019 is the better fit.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46019", - "right": "pull_request:46334", - "accept": false, - "reason": "Same markdown file and related subsystem, but they document different behaviors: tensor parallelism vs fast-path kernel/device support. Not the same underlying change and not mergeable as one PR without conflating distinct docs updates." - } - ] - }, - "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": 32, - "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-46073-4", + "cluster_id": "cluster-46073-3", "nodes": [ "pull_request:46073", "pull_request:46154", - "pull_request:46196", - "pull_request:46317" + "pull_request:46196" ], "soft_pairs": [ "pull_request:46073|pull_request:46154", "pull_request:46073|pull_request:46196", - "pull_request:46073|pull_request:46317", - "pull_request:46154|pull_request:46196", - "pull_request:46154|pull_request:46317", - "pull_request:46196|pull_request:46317" + "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "df1171a712cfe57afa9765553dab8f046a8850090eb64689c997ac0995cba02f", + "prepared_review_unit_hash": "9cfd9c0a10f37088968d16962c2760904c41400d76f6af64c2880633cee3831f", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 11219, - "estimated_input_tokens": 2805, - "estimated_eval_tokens": 5866 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 11219, - "estimated_input_tokens": 2805, - "estimated_eval_tokens": 5866 + "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 four separate model-specific PRs adding SDPA/attention dispatch support, not duplicates of one another. They share a common theme and similar implementation pattern, but each targets a different model family and code path.", - "confidence": 0.92, + "summary": "All three PRs are about enabling SDPA dispatch, but each targets different model implementations and code paths. They are related in theme, not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest and most representative of the cluster theme, covering multiple related speech models plus tests/docs, so it best anchors the shared SDPA-dispatch effort.", + "canonical_pr_reason": "PR 46196 is the broadest and most central representative of the SDPA-dispatch theme, covering multiple speech/model families rather than a single narrow model.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the best single PR representative because it is the most comprehensive implementation among the set; the others are narrower, model-specific variants rather than duplicates of the same change.", + "best_pr_reason": "PR 46196 is the strongest cluster representative because it spans several model implementations and has the most substantial review/activity signal, while still being a concrete SDPA dispatch change.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch support, but for different models (CTRL vs T5) and different code paths. They are similar pattern-matches, not the same underlying fix, and would not plausibly merge into one PR without becoming a multi-model umbrella change." + "reason": "Different model families (CTRL vs T5) and separate implementation paths; they share the same feature goal but not the same underlying bug or code change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL and the wav2vec2/SeamlessM4T family are distinct architectures with separate attention implementations. The overlap is only the general SDPA-dispatch theme, not a shared bug or code path." - }, - { - "left": "pull_request:46073", - "right": "pull_request:46317", - "accept": false, - "reason": "CTRL and Zamba are unrelated model implementations. They may both add attention dispatch support, but they fix different model-specific integration work, so they are not duplicates." + "reason": "CTRL-specific SDPA support is unrelated to the wav2vec2/seamless M4T code paths in the other PR; these are distinct patches and would not be merged as one PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 and the speech models in 46196 are different subsystems and attention stacks. The changes are analogous but not the same concrete defect or change request." - }, - { - "left": "pull_request:46154", - "right": "pull_request:46317", - "accept": false, - "reason": "T5 and Zamba require separate attention-dispatch plumbing in different architectures. Shared goal, but not the same underlying change." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46317", - "accept": false, - "reason": "These target different model families (speech models vs Zamba) with separate implementations. They are not mergeable as one duplicate PR for a single code-path problem." + "reason": "T5 SDPA dispatch and wav2vec2/seamless M4T SDPA dispatch touch different model stacks with different tests and docs, so they are not the same underlying change." } ] }, @@ -21269,8 +21191,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 32, + "component_index": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21286,12 +21208,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "99e477fa2845908177ef34dc311296c3b550b8beae2ad14d8923adcde2a050ba", + "prepared_review_unit_hash": "dea348f6e36a8b09d41a8052624fda1a13356862a4ffefed6d2a947736d5c8f3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21299,7 +21221,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21308,18 +21230,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: 46126 is a targeted EP + Trainer integration PR, while 46269 is a broad distributed branch base spanning many unrelated subsystems. The shared distributed filenames look incidental rather than the same concrete change.", - "confidence": 0.94, + "summary": "These are related distributed-training PRs, but they are not duplicates: one is a broad distributed branch base and the other is a narrower EP + Trainer integration on top of it.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single PR must represent the cluster, 46126 is the better canonical candidate because it is the narrower, self-contained EP + Trainer change; 46269 is a broad umbrella branch with many extra distributed/FSDP/model/CI changes.", + "canonical_pr_reason": "pull_request:46269 is the broader, more foundational distributed branch change and includes the shared distributed files; it better represents the cluster than the narrower EP integration follow-up.", "best_issue_reason": null, - "best_pr_reason": "46126 is the most suitable representative: it is focused and reviewable. 46269 is too broad and mixed to serve as a clean duplicate target or triage anchor.", + "best_pr_reason": "pull_request:46269 is the best cluster representative because it spans the main distributed refactor/integration work, while pull_request:46126 appears to be a specific feature layered on top of that base.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different scope and likely different underlying change: 46126 adds EP + Trainer integration hooks, while 46269 is a much larger distributed branch base touching FSDP, tensor parallel, integrations, models, and CI. Not mergeable as one PR." + "reason": "They overlap in distributed files, but the titles and diffs indicate different changes: 46126 adds EP + Trainer integration, while 46269 is a much broader distributed branch base. Shared subsystems alone are not enough to treat them as the same PR." } ] }, @@ -21332,8 +21254,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 32, + "component_index": 31, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21349,12 +21271,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c74cc0c7c0111e4f80fe42be15e4cae03aad3f18c687dc3e1a8f10585315681a", + "prepared_review_unit_hash": "d56c05f003a0face49d0ec0b41127bcc6b0c6fb89b67c2564d958dab584e783e", "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 }, @@ -21362,7 +21284,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -21371,18 +21293,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by theme (removing file-open source inspection), but they fix different code paths in different modules and are not duplicates.", - "confidence": 0.94, + "summary": "Both PRs modernize source-reading away from raw file open(), but they touch different modules and different concrete code paths, so they are not duplicates of the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the cleaner representative: it fixes a specific source-reading heuristic in modeling_utils and includes tests, whereas PR 46152 is a separate import_utils helper change.", + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a clearer, self-contained fix in one code path and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone PR in the cluster because it addresses a concrete bug path with direct test coverage and a narrower, clearer scope.", + "best_pr_reason": "PR 46207 is the strongest standalone PR here since it targets a specific implementation check in modeling_utils.py and is easier to evaluate as a complete fix.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both aim to avoid open()-based source inspection, but they modify different modules and distinct mechanisms: import_utils path resolution vs modeling_utils attention-implementation detection. They are related cleanup, not the same underlying fix." + "reason": "Reject: they share a broad theme (replacing file-open source inspection), but they fix different functions in different files and do not appear to be the same underlying bug or mergeable into one concrete PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8157cca38400bf6fd36963a8ce60f2741c349b93..7c254e00a167a53d452732069f0e3451829dd5c5 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260602t060026z", + "analysis_id": "hybrid-model-20260602t180035z", "archived_artifacts": { - "hybrid": "snapshots/20260602T060026Z/analysis-runs/hybrid-model-20260602t060026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260602T060026Z/analysis-runs/hybrid-model-20260602t060026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..30a6d3e93767a41c07652bab5ef92feb677d47fe --- /dev/null +++ b/snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,21319 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260602T180035Z", + "generated_at": "2026-06-02T18:08:13Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:44805|issue:46294", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45823|issue:46294", + "issue:45237|issue:45901" + ], + "prepared_review_unit_hash": "4b91606b18ab02b69bdfd5cb81637fd5e35da55367f4665505e4953e57139c01", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 67, + "serialized_chars": 47832, + "estimated_input_tokens": 11958, + "estimated_eval_tokens": 24172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model/backend/docs issues. I only see one strong duplicate pair: the two DeepSpeed ZeRO-3/BERT IndexError reports. Everything else is too loosely related to merge safely.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43596 is the earliest and cleanest report of the exact ZeRO-3/BERT IndexError; issue:43638 reads like a later re-report of the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative issue here because it has the clearest error signature and the strongest duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different problems: config attribute missing vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and different backend errors; only a vague hardware/backend overlap." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific dtype mismatch vs AMD GPU support failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are backend/runtime issues, but they are different model/code paths and errors." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/model bugs; no evidence of the same failing code path." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug vs auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs outdated RAG docs; not the same underlying issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they cover different removed docs/features." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume problems; no shared concrete bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape IndexError is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the failing code paths and symptoms differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed/BERT init bug is unrelated to resume-with-trust-remote-code." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different model and different error; no duplicate evidence." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different IndexError context and likely different triggering condition." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask IndexError vs GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template failure is unrelated to resume/trust-remote-code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different failure modes and code paths." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config field regression vs training-resume issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset bug and ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete errors and model paths differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same exact ZeRO-3/BERT IndexError; 43638 looks like a later duplicate report." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both are user-facing correctness complaints, but about different models and bugs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel bug are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime problem and different failure signature." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed-related training errors, but not the same concrete bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP size mismatch is different from a mask shape IndexError." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but different triggers: CPU offload forward path vs meta-to-empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT/ZeRO-3 init crash is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime issues; no same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and different runtime errors." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific dtype/NVFP4 failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different device/backend issues on different models." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training path and different model-parallel bug." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE/backend problems; not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Cross-entropy/Liger Kernel issue is unrelated to TRL SFT trainer behavior." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading issue is not the same as BERT ZeRO-3 init crash." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5, but they refer to different removed items." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal model bugs and different errors." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/device compatibility issues with no shared concrete code path." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRl training bug vs MPS MoE histogram issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime failures; not duplicates." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing/FSDP issue is unrelated to GenerationMixin import breakage." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Model-on-AMD runtime failure vs outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and mask shape IndexError are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Version incompatibility reports, but about different package combinations and failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 loading issues, but they involve different models and error paths." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific regressions with different failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs topics and different removals." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage error vs distributed-mode incompatibility are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mismatch forward bug and video chat-template token mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime issue vs task crash in table QA." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the 43596/43638 pair is the clearest duplicate candidate, and the rest of the cluster is conservatively treated as unrelated. The soft-edge verdicts stay on the cautious side and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43716|issue:46294", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43541|issue:44589", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "d62bb2a541375df4fba0a070d7f7f38f81fb0ef905454502f1911f290feb39b6", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39562, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, but it does contain two likely related issue families: the tokenizer regression around Granite/Qwen-related models, and a Qwen3.5 video-input regression. The evidence here supports cautious duplicate-family grouping rather than hard certainty. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it is the broadest open report in the tokenizer-regression family and directly subsumes the narrower Granite-specific instance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue representative since it is open, broad, and clearly covers the most supported duplicate subgroup in this packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes; no convincing same-bug evidence." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated Liger cross-entropy path vs Qwen video apply_chat_template failure." + }, + { + "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": "Same tokenizer regression family; 45812 is a narrower Granite-specific manifestation of the broader wrong-token-id issue in 45920." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure and documentation/example cleanup are not the same underlying bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are version breakages, but the concrete incompatibility and code path differ." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but they involve different models and different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model loading/runtime error versus a docs/examples issue." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "They both mention sliding-window concepts, but the model and specific bug differ." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems with no clear shared code-path." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar IndexError wording, but different models, triggers, and failure contexts." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure is unrelated to the table-question-answering crash." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Both are regressions, but they are different incompatibilities and not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3/BERT index error is unrelated to the torch/transformers compatibility breakage." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and different symptom classes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated model-loading failure versus pydantic/config regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but the concrete failures are different and do not look like the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different runtime/model-loading issue versus task-level table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Shared version era, but the underlying model/config bugs are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weights regression and checkpoint corruption are different issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram error are unrelated code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE/runtime failures with no clear common root cause." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are runtime/dtype-adjacent, but not the same bug or change." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Different error types and different model paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Gemma3 sliding-window-pattern regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version incompatibility is not the same as the device-map forward mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but the model context and trigger are different." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "vLLM model-load failure and GGUF support request are not the same underlying issue." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and pydantic field regression are different config problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/model-parallel problems, not one shared bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both involve input handling, but the specific errors and code paths differ." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization OOM and tied-weights regression are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the streaming chat API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized error is distinct from the pydantic-field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF support request versus chat streaming failure; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/video-adjacent, but the models and failure modes differ enough that this is not a safe duplicate." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window model bug is unrelated to the pydantic config regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are compatibility regressions, but they concern different breakages and code paths." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen3.5 video-input regression family; 46294 looks like a concrete apply_chat_template manifestation of the broader bug in 44479." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but they arise under different models and initialization flows." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering read is mostly grounded, and \"No PRs are present\" is correct. However, the summary overstates certainty by calling the two subgroups \"clear duplicate subgroups\" when the packet only gives soft-similarity evidence and no deterministic linkage. In particular, the Qwen3.5 video-input pair (44479/46294) looks related, but the evidence shown here supports a cautious \"likely same family\" characterization rather than a definitive duplicate claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "9ce68f1dced2ddc4782979c8a279fd24f546b28a2395ab18923edbaf796dfe57", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37142, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer bugs across different models and subsystems. The only clear duplicate group is the Transformers 5.x non-persistent-buffer regression: 43644, 43950, 44534, and likely 45902. The SigLIP2, Qwen3.5, Gemma, and quantization/offload reports look related at a broad theme level but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43950 is the best representative of the duplicate set because it states the underlying regression directly (`register_buffer(persistent=False)` corruption after `from_pretrained`) rather than just a symptom, and it matches the closest buffer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest cluster anchor: it describes the concrete non-persistent-buffer bug in a way that subsumes the adjacent reports and is clearer than the symptom-only variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are about SigLIP2 bad outputs, but one is a comparative quality complaint and the other is a concrete AutoModel/pipeline failure; not enough evidence of the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different failure modes: multimodal config unwrapping vs rotary-embedding buffer materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated issues: missing TensorFlow backend handling vs a torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and code paths; image preprocessor dtype mismatch is not the same as TRL SFT embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and Qwen3.5 SFT embedding unpacking are distinct bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is wrong module selection after save/load." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in Jupyter is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different models and show different concrete failures." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms; no shared concrete code-path bug is apparent." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model issues." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn fallback checks are separate code paths." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is distinct from tied-weight loading." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the docs command removal." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking under TRL and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and removed-run-command docs are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and Qwen NVFP4 runtime error are separate failures." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers 5.x non-persistent-buffer corruption regression, just described with different symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both touch SigLIP2, but docs example errors and model-quality/output complaints are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are corrupted or filled with junk on load." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 RLHF gradient explosion are different failures." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer kwarg and ZeRO-3 load index error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Likely the same non-persistent-buffer bug, manifested through `inv_freq` after meta-to-empty materialization." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage incompatibilities." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2 reports, but zero probabilities vs worse text embeddings are different symptom sets." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 output-quality complaints and tokenization changes in a version bump are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 rotary-buffer initialization are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention illegal-memory-access and CPU-offload incompatibility are separate problems." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient-checkpointing/LoRA ineffectiveness and int4 OOM are different memory regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft matches. The non-persistent-buffer cluster around 43644/43950/44534, with 45902 only marked as likely related, is supported by the titles; the rest are appropriately treated as heterogeneous or merely thematically similar." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45923", + "issue:46315" + ], + "soft_pairs": [ + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45715|issue:46315", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43257|issue:43866", + "issue:42915|issue:43872", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "e89a74dcbcb99a2136ebbd45c0180585026579f6892174cafbf35e6ce12f9245", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of transformer loading/tokenizer regression reports, not a single duplicate set. The strongest common thread is recent v5 loading regressions, but most pairs are model-specific and should stay separate. I only accepted the clearest same-bug pairs.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 45020 is the best umbrella representative of the cluster\u2019s main theme: recent transformers versions breaking model loading, especially around remote_code and related load-time regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most general and reusable issue in the set, so it is the best overall issue representative for triage among these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Both involve loading behavior, but one is a generic noise/UX complaint and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes; the titles do not point to the same underlying loader bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization behavior and a flash_attn import KeyError are unrelated issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 HF-vs-reference implementation discrepancy, with worse text embeddings as a symptom of that mismatch." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "One is about gradient checkpointing with PEFT LoRA; the other is about Qwen3 MoE memory usage. Different bugs." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a specific model that fails to load; no evidence they are the same defect." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The first is a specific missing-fields bug in AutoConfig with trust_remote_code; the second is a broad umbrella about remote_code breakages, not the same concrete issue." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are distinct model-specific problems." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram-on-int error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A broken LoRA checkpoint migration issue is not the same as a tie_word_embeddings warning during fine-tuning." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing model class and a bitsandbytes Int8Params constructor mismatch are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A model loading failure and a missing all_tied_weights_keys attribute are not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and a Gemma4 device_map forward mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "A tokenizer-mapping edge case in add-new-model-like is different from the broader remote_code loading regression." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different directions and likely different loops; not enough to merge." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and PLE device mismatch are different runtime problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure categories; no shared underlying bug is evident." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "A broad remote_code regression and a tokenizer codec/regression issue are not the same defect." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model loading KeyError and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A missing lm_head tying bug and a non-persistent buffer corruption regression are different code-path problems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "These are related docs-only pipeline references, but they are different documentation cleanup reports rather than one duplicate bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model runtime failure and a fbank feature extraction issue are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is a bitsandbytes compatibility issue and the other is an init_empty_weights type error; close in theme but not the same concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion/load behavior and an Ovis2 corrupted checkpoint are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and bitsandbytes _is_hf_initialized incompatibility are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing with LoRA and a missing supports_gradient_checkpointing flag are different issues even if both mention checkpointing." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe the same class of Qwen3-family DeepSpeed ZeRO-3 weight-loading failure, with parameters ending up missing during load; the model variant differs but the underlying loader problem is the same." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 position_ids is unrelated to the flash_attention sinkless-model crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about duplicate links. The umbrella choice for issue 45020 is plausible as a broad representative of the remote_code / loading-regression theme, and the two accepted soft pairs are the clearest same-bug candidates. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45305", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756" + ], + "prepared_review_unit_hash": "5d3eb8c8d5d28d45656a8c779ab2534bbc3222482d41305e199e48d7f757a820", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37670, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports; only two soft duplicate pairs stand out: the custom model-initialization regressions and the repeated mask-shape IndexError. Everything else looks like separate model- or subsystem-specific issues.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43646 is the cleanest and broadest statement of the shared custom-model initialization regression, without the notebook-specific framing from 43645.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative issue in the set because it states the underlying regression most generally and is the most suitable duplicate target among the accepted overlaps.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures and likely different code paths: trainer API keyword mismatch vs a tensor mask-shape IndexError." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different problems: one is a model-loading test failure for GLM-4.7, the other is a NemotronH checkpoint-loading bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed, but the concrete bugs differ: weight conversion vs gradient averaging with GAS." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading related, but they target different models and different failure modes; not enough evidence of the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying mask-shape mismatch IndexError; 44805 looks like a later/generalized report of the same runtime bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both touch Qwen video inputs, but one is a broad regression report and the other is a specific StopIteration symptom; not clearly the same code-path bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and symptoms: PagedAttentionCache/group-type handling vs NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but the titles point to different models and different loader issues." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated domains: DeepSpeed training RuntimeError vs image-processor segmentation-map handling." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs in different components: Qwen2.5-VL rope-index scaling vs Qwen3.5-MoE rotary embedding materialization." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 shared-kv state bug and the other is a device-map mismatch during forward." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "One is GGUF architecture support; the other is a Qwen3-MoE sliding_window behavior bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and failure modes: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-embedding StopIteration and MPS histogram-not-implemented are unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom model initialization regression; 43646 is just the broader, cleaner wording." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are load/config problems around Qwen-like models, but the concrete bugs differ: FineGrainedFP8Config vs meta-device loading." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5 video/input behavior, but one is a video StopIteration regression and the other is an embedding unpacking failure; insufficient evidence of one bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is not the same as meta-device loading breakage." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FineGrainedFP8Config failures are different regressions." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping-name failure and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45834", + "accept": false, + "reason": "Both are IndexError reports, but they involve different models and different failure contexts." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are too different\u2014zero probabilities vs nonsensical AutoModel/pipeline results\u2014to treat as the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-inference leakage and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but the video StopIteration and mask-shape IndexError point to different code paths." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech and tiny-random glm4v config validation are different config-loading regressions." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both involve model init/load failures, but one is a deepspeed zero3 Bert index error and the other is a tokenizer-mapping-name issue." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero-sized tensor/indexing with deepspeed zero3 is unrelated to tokenizer mapping registration." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration and mask-shape IndexError are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading and mmap OOM on Strix Halo are different memory-management issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles/body-level signals, and the rejections do not overclaim duplicate status for clearly different failures. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:41720|issue:42915", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44488|issue:44991", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:45663|issue:45759" + ], + "prepared_review_unit_hash": "a68231f4a84b7939eeaa36e89e865fcda8c6650b318740b829150e34f1cb827f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37040, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose group of Transformers regression/issues rather than one duplicate set. I only see one clear duplicate pair and one likely same-API regression pair; the rest are related by broad subsystem or model family but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the clearest, earliest, and most general report for the non-persistent-buffer regression; issue:44534 is just a shortened re-report of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it describes a broad, concrete v5 regression and is the strongest duplicate anchor in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but one is an output/probability bug and the other is a docs/example/model-processor mismatch plus quantization failure; not the same underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failures: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention failures; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3, but one is auto device mapping crashing on A800 and the other is FineGrainedFP8Config failure; distinct code paths." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is DeepSpeed ZeRO-3 load failure for language_model, the other is save_pretrained writing wrong visual encoder keys; different directions and symptoms." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but the titles do not show the same concrete root cause with enough certainty." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE LoRA training compatibility vs Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps arithmetic is unrelated to SGD args not being used." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same regression: v5 fills non-persistent buffers with junk; the second is a shorter re-report of the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: Qwen3 MoE FP8 failure vs Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs example mismatch/quantization issue and the other is wrong inference outputs; not clearly the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash unit-test load problem vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and different model families; too broad to call the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion is unrelated to GLM-4.7-Flash loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training-memory inefficiency and quantization offloading behavior are different issues." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and distinct loading failures." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training memory usage is not the same as increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regression reports, but one is buffer initialization corruption and the other is custom-model/Jupyter initialization failure; not the same defect." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE compatibility issue vs generic resize_token_embeddings bug; unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash-attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading failures for different models; not enough evidence of the same root cause." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and init_empty_weights/_is_hf_initialized are separate serialization/init bugs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different components: transformers chat crash vs serve crash from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same functional bug class: resize_token_embeddings does not propagate to model-specific downstream embeddings." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are model-specific reports with different architectures and no clear shared code-path from the titles alone." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example issues and GLM5 are unrelated model-specific problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are different regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not clearly the same as a load failure for another model." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen 3.5 multimodal config unwrapping." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate pair with strong textual support is 43644/44534, and the 45276/45335 accept is framed narrowly as the same API regression class rather than a broader claim. The rejected pairs are mostly justified by clear model/symptom differences or insufficient evidence from 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": 18, + "review_unit_index": 7, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46315" + ], + "soft_pairs": [ + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45812|issue:46315", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716" + ], + "prepared_review_unit_hash": "772e73853bba3917fcdb728f4d4492e6a23eb80f2e6c2d1fbb2f6d41467dfaf6", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37529, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions; the only clear duplicate family is the `resize_token_embeddings` regression affecting model-specific embedding/output paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the broadest and cleanest target for the duplicate family: it describes the generic `resize_token_embeddings` failure on output embeddings, while the nearby Gemma4/T5Gemma reports are model-specific manifestations of the same API bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best canonical issue because it states the underlying API regression in a concise, model-agnostic way and can subsume the related model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different failures: Gemma4 FSDP2 `shared_kv_states` KeyError vs Qwen3.5 MoE CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/offloading symptoms, but the reported bugs are different: offloading with quantization vs increased CUDA reserved memory/OOM under int4." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated bugs: AudioFlamingo3 batch leakage during inference vs Gemma4 PLE device mismatch with `device_map=\"auto\"`." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: `init_empty_weights` gets an unexpected argument vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-related, but one is a runtime error on Qwen-3-8B-NVFP4 and the other is MXFP4 loading falling back to bf16 on a different model." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Distinct save/load issues: GLM5 model-loading failure vs quantized-by-sinq save_pretrained/from_pretrained corruption." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "No shared bug: SwitchTransformers sparse-layer construction vs Gemma4 attention state rebuild during FSDP2 training." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "OOM symptoms alone are too broad; these concern different root causes and subsystems (int4 quantization memory vs mmap disabling on Strix Halo)." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is an eval-mode usage restriction." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: Gemma4-specific missing update to embedding/output layers versus the generic output_embeddings report." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different breakages: unit-test loading of a specific model vs Qwen3.5 checkpoint save_pretrained regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Completely different issues: gradient checkpointing eval-mode limitation vs RLHF NaN explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load workflows, but one is read-only permission propagation and the other is wrong module resolution after save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batch leakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated regressions: video-input handling for Qwen variants vs strict config blocking granite_speech loading." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash is not the same as Gemma4 FSDP2 shared_kv_states rebuild KeyError." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different load-time issues: `torch.device(\"meta\")` model-loading failures vs mmap OOM workaround on Strix Halo." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume `max_steps` miscalculation." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers, but one is wrong token IDs for Granite models and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` bug family: one report says output embeddings are not updated, the other says decoder.embed_tokens is not updated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization problems are not the same as save/from_pretrained extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different dtype/load problems: autocast dtype mismatch for Phi-tiny-MoE vs meta-device model loading failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading related, but one is tokenizer vocab-size mismatch and the other is inability to load a specific model." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility vs a model-specific autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different root causes: missing storage object for float8 serialization vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs NemotronH checkpoint loading." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different compatibility issues: compiled flex_attention on torch >= 2.9 vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenizer-output changes in Transformers versioning." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom models on Transformers 5.0.0, but one is `base_model_prefix` loading and the other is notebook initialization; not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device-map mismatch are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility is unrelated to the Mistral-3 image preprocessor dtype mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the duplicate-family calls are conservative. The resize_token_embeddings cluster (45276/45292/45335) is the clearest canonical family, and the other soft-edge rejections stay within the evidence visible from titles/body-level cues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:46050|issue:46326", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915" + ], + "prepared_review_unit_hash": "030e32045fca3f75f9947f655a20c51cb665d05718b90f27f39d18a078631a65", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically noisy: many issues mention Transformers v5 regressions, loading, tokenizers, or model-specific failures, but the soft pairs point to different concrete bugs rather than true duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43611 is the most representative broad regression report in the cluster: a generic Transformers v5 model-loading breakage centered on `base_model_prefix`, which best fits the repeated loading-related theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single anchor for this cluster because it describes a core v5 loading regression affecting model initialization, making it the most central and reusable issue reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Both are inference/runtime problems, but one is an isolated reproduction and the other is a Qwen3.5 PagedAttention cache crash; different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failures: `torch.export` with `torch_compilable_check` versus Perceiver image classification at non-default resolution." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and GPT-OSS MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and a mask shape mismatch `IndexError` are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipelines and different stale documentation; not the same change." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the template-node compile error." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking failure are different problems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling and `from_config` text_config unwrapping are separate loading paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a v5 loading regression and the other is a weight-shape mismatch for a specific checkpoint." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-method conflict for T5 is unrelated to gguf loading breakage in `from_pretrained`." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel indexing failure and compiled flex_attention version breakage are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and `ModelOutput` key assignment are different behavior bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different model-specific issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for est-roberta is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of another issue and a mistral_common `continue_final_message` bug are not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return regression and CamemBERT masked LM regression are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device placement, but XLNet CPU `arange` and Qwen3.5 MoE CPU offload are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization of `extra_state` and video-input regression are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading `cjvt/sleng-bert` and the Mistral tokenizer regex patch crash are separate tokenizer bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup `TypeError` and `_is_hf_initialized` flag breakage are different regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-mapping script failure and compiled flex_attention breakage do not share the same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base-model-prefix loading and the other is junk in non-persistent buffers." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on GPT-OSS and runtime special-token post-processor updates are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast `NoneType` error and Whisper pipeline `return_language` regression are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compile error are different failures." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load corruption and mistral_common message-finalization bug are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Loading `cjvt/sleng-bert` and loading `physical-intelligence/fast` are separate model-loading issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields with `trust_remote_code` in AutoConfig and Qwen3.5 PagedAttention cache crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset multi-image finetuning are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:43883|issue:44488", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:40444|issue:46326", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "10874f2cc9356ec518878e016beb1b579bfb0500c2867ff497798c1985d3dc8b", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37939, + "estimated_input_tokens": 9485, + "estimated_eval_tokens": 19226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated transformer regressions across different models and subsystems. The only clear duplicate-style pair is the Qwen3.5 save_pretrained serialization bug (45216/45357).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45216 is the earlier, broader report of the Qwen3.5 save_pretrained regression; issue:45357 reads like a later refinement of the same checkpoint/serialization bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative because it states the regression generically and is directly corroborated by the later 45357 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens behavior while the other is empty-transcription generation after align_special_tokens; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache linear_attention group-type crash on Qwen3.5." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "One is a grouped_mm tracing failure in Mixtral; the other is a template compilation TypeError. No shared code-path evidence." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but for different repositories and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both mention v5/custom initialization regressions, but one is about non-persistent buffers and the other about custom model init generally; too broad to treat as the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but the titles point to different failure modes and no concrete same fix is evident." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length returning a tensor instead of int." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a gguf_file API break and the other is a Qwen2.5-GGUF v5 loading regression." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized gpu+cpu offload loading failure is unrelated to the Qwen2.5-GGUF v5 load failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is missing all_tied_weights_keys and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different symptoms: hidden-states output bug vs rope-index temporal position scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template-node compilation error is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both touch backend registration, but one is missing TensorFlow in the torch extra and the other is an unsupported tensorflow_text backend; different issues." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batch-vs-single mismatch are different bugs in different pipelines." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but they affect different models and there is no evidence they share the same root cause." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Generic custom model initialization breakage and non-persistent-buffer junk are related only at a very broad level; not enough to merge." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "One is nonsensical SigLIP2 outputs with AutoModel/pipeline; the other is a processor/model input-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and different crash modes: Llava Next segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading-noise complaint and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3Moe and template compilation failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model bugs, but one is padding-mask batching and the other is DAC from_latents vs forward mismatch; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom model initialization and non-persistent buffer initialization are not the same concrete failure." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "_torch_extract_fbank_features() is an audio frontend issue, while compiled flex_attention on torch>=2.9 is a separate compiler/kernel regression." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to a mistral_common continue_final_message tokenizer bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to the MobileLLM-125M key error." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained serialization regression; 45357 is a narrower follow-up about incorrect visual encoder keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only accepted pair, issue:45216 vs issue:45357, is supported by the shared Qwen3.5 save_pretrained regression wording, and the remaining soft-edge rejections are appropriately cautious based on differing titles/symptoms." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46326" + ], + "soft_pairs": [ + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:44062|issue:44987", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:44977|issue:46326", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43746|issue:46326", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:40444|issue:45325", + "issue:43317|issue:43856", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "ba51210bbba9a96e2937b601e2e0cb86beeff9c4eee00e75bb748999481ca68f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36734, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The only plausible duplicate pair is the Qwen VL video/rope-index regression family; the rest differ in model, subsystem, or failure mode and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broadest representative of the only clear duplicate family here (Qwen VL video-input regression across multiple Qwen variants), and it best captures the shared underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the widest scope and strongest centrality for the cluster\u2019s only overlapping bug family, making it the best representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/initialization failures, but one is Qwen3MoE + FineGrainedFP8Config and the other is init_empty_weights with an unexpected argument; different concrete bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: one is an _is_hf_initialized flag regression, the other is mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve FP8-ish loading problems, but the reported exceptions and code paths are different." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Shared theme of weight tying, but one is an lm_head tie bug in Mistral3 and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different symptoms and scopes; one is an AddedToken argument collision, the other is a model load failure for a specific repository." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "No concrete overlap: base_model_prefix loading regression versus non-persistent buffer junk in v5." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config issues; sliding_window behavior is unrelated to granite_speech strict-config loading." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different subsystems and models: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding_window." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction error versus device-mapping cuda assert; no shared underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Both describe the same Qwen VL video-position/rope-index regression in transformers 5.3.0; one is the broad video-input regression, the other the specific still-image temporal position_ids symptom." + }, + { + "left": "issue:44977", + "right": "issue:46326", + "accept": false, + "reason": "Different areas: flash-attention generation regression versus mistral_common continue_final_message tokenizer behavior." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated issues: perplexity on gpt-oss-20b versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to mistral_common tokenizer final-message handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but the reported failures are distinct and not the same code-path bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Shared tokenizer area, but not the same defect: runtime special-token updates versus initial BOS/EOS insertion failure." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise versus tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: _is_hf_initialized handling versus non-persistent buffer initialization." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "torch>=2.9 flex_attention compilation failure is unrelated to remote_code loading regressions." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a different problem from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer and tokenizer files, but the issues are not clearly the same concrete bug from the titles alone." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification training problems, but one is flash_attention_3 degeneration and the other is a zero-loss labeling bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading problems with no shared failure mode." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to the video rope-index regression." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure and Qwen3 MoE training memory inefficiency are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different FP8/load-time exceptions; no evidence they stem from the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower/temporal-attention issue is unrelated to Qwen3.5 save_pretrained visual-key regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted linkage, issue:44479 \u2194 issue:45325, is supported by the titles and the stated shared video/rope-index regression family. The rejections are appropriately cautious and do not overclaim duplicate status from broad thematic similarity alone. No PR-mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 11, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43761|issue:44079", + "issue:44387|issue:44617", + "issue:35707|issue:40444", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44568|issue:45920", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:44186|issue:44265", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "951d5c8b1c57bfb37f10309458e091959a5af984e4269457bc5a199749fd0981", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "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": "This cluster is mostly a grab bag of unrelated Transformers v5 regression reports across tokenizers, model loading/init, multimodal position IDs, device maps, and memory behavior. The soft edges are mostly theme-level similarities, not same underlying bugs, so they should all be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 model-initialization regression family, which is the closest shared thread among the cluster items, even though the cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best umbrella issue because it is generic, high-impact, and closest to the common v5 loading/initialization breakages represented here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow/backend packaging, but one is an install-extra omission and the other is a runtime backend detection error; different bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer/Voxtral error messaging and an Apple Silicon allocator TypeError are unrelated code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching-related incorrect outputs, but they affect different models and different mechanisms (padding mask vs sliding-window/all-padding NaNs)." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 regressions, but sliding-window handling and init_empty_weights argument handling are distinct bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches are different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are loading/init regressions, but base_model_prefix handling and custom model initialization are not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs on different architectures; no shared concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backends versus model-loading compatibility in vLLM are separate issues." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both affect multimodal models, but one is a Qwen2.5-VL rope-index scaling bug and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is a serialization inconsistency depending on device." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different internal behaviors." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL multimodal inputs, but multi-image iterable finetuning and video position_id calculation are distinct bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video-input vision_position_ids; not the same fix." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 memory growth and a Sam3Video OOM are not the same underlying bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image finetuning failures are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures via torch_compilable_check are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument and strict config loading for granite_speech are different loading issues." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are too broad and not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is missing special tokens on one tokenizer and the other is wrong token IDs across multiple tokenizers." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but one is a CUDA assert in Qwen3 and the other is a forward-time device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/forward divergence are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying/generation issues and Bamba torch.compile SDPA failure are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and torch.export torch_compilable_check failures are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 12, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:46305|issue:46315", + "issue:39692|issue:40444", + "issue:43881|issue:44488", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:40990|issue:45584", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43881|issue:44991", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:42175|issue:46291", + "issue:44423|issue:45406" + ], + "prepared_review_unit_hash": "3db3531f21fac8e2ebb6410e2e057e14ce408965ab4686aed80f90b66aa8bc99", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37946, + "estimated_input_tokens": 9487, + "estimated_eval_tokens": 19230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a loose similarity group of unrelated bug reports across loading, tokenization, multimodal processing, quantization/offload, and training behaviors. None of the soft pairs appear to be the same underlying bug/change, so all should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Both mention regressions, but one is a streaming mask off-by-one and the other is slow token-to-id conversion for slow tokenizers; different code paths and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "One is a SigLIP2 docs/example mismatch with quantization failure; the other is Qwen2.5-VL finetuning with multiple images per prompt. Related multimodal area, but not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and symptoms: glm-4v loading failure vs a specific tokenizer load issue for cjvt/sleng-bert." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve batched inputs, but one is missing padding-mask support in MIMI encoder and the other is a processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "One is lm_head weight tying, the other is dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated defects." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Both are model/config-related, but one is MoE weight conversion with accelerate+deepspeed and the other is a missing supports_gradient_checkpointing flag on a remote-code variant." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Completely different issues: perplexity on gpt-oss-20b vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "One is a specific dequantized-model load failure with gpu+cpu offload; the other is a broader quantization offloading behavior report. Same area, but not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Different problems: missing pad_token_idx in StableLmConfig vs AutoModelForCausalLM.from_config failing to unwrap text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "No shared underlying defect: perplexity regression vs gradient-checkpointing/PEFT LoRA behavior." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model input issues, but one is batched-vs-single output inconsistency and the other is a non-default resolution failure in Perceiver classification." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offloading behavior and tokenizer-version-dependent tokenization are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying vs BitNet packed-weight unpacking during accelerate loading are different code paths and bug classes." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "One is a Qwen2.5-VL RoPE/position-id scaling bug; the other is tokenizer conversion slowness. No duplicate evidence." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch saving/serialization, but one is inconsistent lm_head weight serialization and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related inference problems, but one is cudaErrorAssert with auto device mapping and the other is flash-attention generation misbehavior; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs kernels version/revision import failure in evaluate; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different subsystems: BEiT image processor label reduction vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated training/runtime issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API issue; the other is a device-mapping CUDA assert. Different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures affecting different components and models." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer resume/max_steps calculation are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with past_key_values are different APIs and failure modes." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma-family bugs: variable-name collision in forward vs device mismatch with device_map=auto." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug vs tokenizer version behavior change; no shared underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in inference; different subsystems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config handling for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 and unpacking packed weights during accelerate loading are distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature regression and Qwen3Moe FP8 failure are not the same problem." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency issue vs evaluate import failure due to kernels version/revision requirements." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve/processor paths, but one is continuous-batching multimodal crash and the other is Gemma4Processor missing _tokenizer; different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 13, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43749", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44610|issue:44898", + "issue:43749|issue:44534", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:45632|issue:45684", + "issue:43322|issue:46050", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:43550|issue:43653", + "issue:30064|issue:34634" + ], + "prepared_review_unit_hash": "83f4e29f240462dc7f97da6179a8e36a3888a9eeb8ca8fe755b8d3bd069e5034", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36120, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of superficially similar but actually unrelated regression reports across tokenizers, model loading, quantization/offloading, and vision processors. I do not see any soft pair that clearly describes the same underlying bug or a PR that could plausibly cover both sides, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items are too heterogeneous to normalize around one canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue candidate. If forced, issue 45701 is the broadest tokenizer-regression report, but it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are offload/memory-related, but one is general quantization offloading and the other is a Strix Halo mmap OOM workaround; different bugs and fixes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is an int4 CUDA reserved-memory/OOM regression and the other is a T5-specific apex FusedRMSNorm leak; not the same code path." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but they affect different model families and different processor/model contracts." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization; too different to merge." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on task padding/truncation; OmDet-Turbo is a processor resolution mismatch. Unrelated failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and runtime paths: torch.compile+SDPA vs CPU offload device mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both touch filesystem behavior, but cache-path collisions and read-only permission propagation are distinct bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to sinq save/load breakage." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different quantization/offload failures on different models; no shared concrete defect." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both involve tokenization regressions, but one is processor.tokenizer/API breakage and the other is a broad tokenization-change report; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to Llava Next segfaults." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity could be caused by many things; the report does not match the broader tokenization-change issue concretely." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and different distributed/runtime failures." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention parallelism/device mapping, but the concrete failures and affected models differ." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Both are dependency-compatibility issues, but Torch 2.10 incompatibility and kernels version/revision requirements are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a Mistral regex patch crash and the other is wrong Granite token IDs; different models and fixes." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "A missing pad_token_id config field is unrelated to the kernels import/version error." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related, but sliding_window behavior and missing pad_token_idx are separate API issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API inconsistency for Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal loading/processing issues, but one is video input handling and the other is weight_only from_pretrained failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are completely different model behaviors." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are not the same bug as Granite token IDs being wrong." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer implementations, different task failures, and different exception modes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels behavior is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow/fast tokenizer inconsistency does not match the specific T5 add_special_tokens load conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor _tokenizer missing and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are distinct filesystem issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation-map handling and Bark voice_preset behavior share no underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44843", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46291" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844" + ], + "prepared_review_unit_hash": "c2a8291ac706b1d945d31597f1b0ffea134c337f8f25c3a31406328dcaef0aa3", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; almost all pairs are only loosely similar and not true duplicates. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash with padding=False.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue: it states the exact bug and repro condition, and issue:44545 is just a near-identical title variant of the same crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best representative issue for this cluster because it is the only exact duplicate anchor and has the most complete wording for the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different failures: CPU-offload device mismatch vs packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated subsystems: PagedAttentionCache group-type crash vs evaluate import depending on kernels version/revision." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is runtime special-token/post-processor syncing; the other is a broad tokenization-regression report." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and code paths: Qwen3MoE FP8 config failure vs Llava Next loading segfault." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not the same bug as composite Qwen multimodal config unwrapping." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBirdTokenizer special-token decode are unrelated bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A docs typo is not the same issue as stale pipeline-task documentation." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering tuple-label truncation is unrelated to SAM3 text/bbox behavior." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak do not share the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same bug: identical Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to the undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device-mapping cuda assert on Qwen3 is a different failure from GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and DiaConfig losing custom token IDs after save/load are different tokenizer issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation at non-default resolutions is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload incompatibility in Qwen3.5MoeTextRotaryEmbedding are distinct problems." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different causes." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py sinkless-model crash is a different code path from Qwen multimodal config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast and PIL backend image processors requiring torchvision are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication and ScandiBERT loading failure do not match." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision examples, but one is a docs/example error and the other is a processor/model resolution mismatch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex memory leak is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor syncing is not the same as BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError and a missing gradient-checkpointing flag are different issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but 42886 is a generic cache-load failure while 44843 points to a specific model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are different training bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats 44514/44545 as the only clear duplicate pair and keeps the remaining pairwise judgments conservative and specific to the titles/body cues. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43295", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46032", + "issue:46050", + "issue:46294" + ], + "soft_pairs": [ + "issue:44918|issue:44936", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43421|issue:44186", + "issue:43381|issue:45704", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:43540|issue:46294", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:43596|issue:44220", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "00055a522ebde01e51e449d26abc77357628a4c32665ceeb3baaaccb23f6a1ad", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37252, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose thematic cluster around Transformers bugs, but the soft pairs are not true duplicates: they describe different models, different code paths, and different failure modes. I would keep the most actionable open issue as the canonical issue and reject all soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:46032 is the best canonical issue because it is an open, clearly defined runtime correctness bug with a concrete failure mode and active discussion/inbound references, making it a good representative bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46032 is the strongest standalone issue in the set: it is specific, impactful, and appears actionable without being conflated with unrelated model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both are trainer-related, but one is an SFT embedding-unpacking failure and the other is a post-train evaluate failure; different symptoms and likely different root causes." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A T5 RMSNorm memory leak and a Qwen3 MoE CPU-offload incompatibility are unrelated bugs in different models and paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset handling and Qwen3 auto device mapping CUDA asserts are entirely different subsystems and failures." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer backend post-processor updates and LayoutLMv2 NER/padding crashes are different tokenizer behaviors with different triggers." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a config attribute bug; sliding_window in Qwen3-MoE is a separate model behavior issue." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is a Mistral regex-loading crash and the other is a Kimi codec/warning regression; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template token/features mismatch in Qwen3.5-9B." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A documentation example/model-processor mismatch is not the same as a general offloading-with-quantization problem." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Propagating num_labels in Qwen3.5 config and a degenerate zero-loss classification bug are different classification issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only failure and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and CamemBERT masked-LM prediction regressions are unrelated model-specific failures." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression handling and list_repo_files revision forwarding are completely unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and missing STE behavior in DAC.from_latents are different code paths and root causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation do not describe the same underlying problem." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are unrelated failures." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are different components and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are unrelated model-loading issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input errors and Gemma 3n forward variable-name collision are not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping behavior are different parts of the stack." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences in v5 are distinct model-output bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated inference bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and offloading-with-quantization are different loading/serialization problems." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 long OCR index error are different multimodal issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "SDPA/torch.compile failure does not match a DAC latent mismatch caused by missing STE." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging across models is not the same issue as a zero-loss classification bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering drops tuple labels in the last batch; Mamba2Mixer use_cache correctness is a different model execution bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and Perceiver non-default resolution failures are different image/text preprocessing issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch and Gemma 3n audio tensor attribute collision are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46192" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:30064|issue:36331", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "7478ce8b898c320bdf3c2613aa948ac94e1b35ee7188f0cd7f937fe3cab345e7", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35067, + "estimated_input_tokens": 8767, + "estimated_eval_tokens": 17790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports; the soft-similarity pairs are largely false positives across different models, tokenizer behaviors, or API regressions. The closest thematic cluster is the remote_code/config-loading regressions, for which the broadest representative is issue #45020.", + "confidence": 0.4, + "canonical_issue_reason": "#45020 is the broadest umbrella report in the only clear thematic cluster (remote_code-related breakages), so it is the best representative issue title for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 best captures the shared remote_code regression theme while remaining broad enough to represent adjacent config-loading breakages without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: sparse-layer construction in SwitchTransformersConfig vs Smollm3 RoPE-layer dropping; no shared concrete code path." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "One is an AddedToken argument duplication error; the other is a model load failure for cjvt/sleng-bert. Same tokenizer area, but different root causes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decoding bug vs DAC latent/STE mismatch; unrelated behavior and fix surface." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and remote_code config-field loss are different problems in different subsystems." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both are regressions, but one corrupts non-persistent buffers in from_pretrained and the other returns the wrong type from StaticCache.get_seq_length()." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline hub lookup issue and the other is an AttributeError on tokenizer object shape; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but one returns incomplete AutoConfig data while the other rejects strict granite_speech loading; distinct failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens handling are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different Qwen model families and have different symptoms/root causes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and CamemBERT masked-LM regressions are separate model-specific issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature changes are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different concrete bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA tower initialization/weight-sharing are not the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are different model-specific failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault and MPS histogram_mps integer support error are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are CI/device-dtype regressions, but they affect different mechanisms and models; not a single fixable bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a stale pipeline error message/docs issue; the other is incorrect inference output for SigLIP2." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not the same bug or change." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but #44561 is a specific is_torch_fx_available regression while #45020 is a broader umbrella report." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Both are API regressions around tokenizer/cache inputs, but they affect different parameters and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 17, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912" + ], + "prepared_review_unit_hash": "ca3302152f2befd319661c03425339072a01ebcea43316ffd1689a8c0648c9d8", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35118, + "estimated_input_tokens": 8780, + "estimated_eval_tokens": 17816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated one-off issues; only one soft edge looks plausibly duplicate-level from titles alone. The rest appear to be distinct bugs affecting different models, loaders, or runtime paths.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45020 is the best high-signal, broadly scoped regression report in this set; it is concrete enough to be actionable and broad enough to represent a wider breakage class.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest user-facing regression framing and the broadest applicability among these unrelated issues, so it is the strongest canonical candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer spacing/inconsistency regression around added tokens; 29159 is the broader formulation of the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failure modes: image size mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "An indexing shape error during masking is unrelated to evaluate-after-train behavior." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but the concrete failure modes and affected code paths differ." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime error message, the other is stale docs; related topic, not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and distinct loading/tie-weight problems." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different attributes, different components, and different model/processor paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging mismatch is unrelated to Mistral regex patching." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of one earlier issue is not the same as an FP8 inference failure." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Generic tokenization changes are too broad to be the same as CamemBERT masked-LM prediction regressions." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is a different problem from CLIP text model structure inconsistency." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Label-reduction bug in BEIT preprocessing is unrelated to RTDetrV2 output drift." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but the models and concrete failure descriptions differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue text is unrelated to a technical reproduction report." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading key errors are not the same as broad remote_code breakage." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation errors and tokenizer max-length configuration are different issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and auto_mappings CI breakage do not share the same underlying defect." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision dependency regression are separate." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are different loading bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile/SDPA failure and MXFP4 quantization fallback are unrelated model execution paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft edge (28218/29159) is plausibly duplicate-level from the titles, while the other pairs are reasonably rejected as distinct bugs. Canonical issue choice is also defensible within this mixed set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45372", + "issue:45459", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46326" + ], + "soft_pairs": [ + "issue:45372|issue:46326", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:43454|issue:43577", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "0c757385701dc9cf8585006c1fb4c4e6fdbf521b62641c0298a2529ea2cd7f25", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct Transformers bugs across tokenizers, processors, model loading, and offload/quantization paths. None of the soft pairs look like the same concrete bug, so I rejected all of them. The broadest representative issue in the set is the tokenizer regression report.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-focused report in the set and has the strongest cross-cutting signal, making it the best single issue representative here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general and centrally worded issue among the candidates; it best captures the cluster\u2019s tokenizer-regression theme without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common/tokenizer loading, but one is a missing import for Gemma 4 processor loading and the other is continue_final_message behavior; different bugs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding and DiaConfig token-ID persistence are unrelated model/config bugs." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset and CustomTrainer.compute_loss are unrelated subsystems and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 load/test failures and Qwen3.5 flash-attention generation issues are different models and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc/processor mismatch and gpt-oss MXFP4 quantization fallback are separate issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and OmDet processor input-size mismatch are different processor/model problems." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading in BitNet and OmDet input-size mismatch are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are exception-handling bugs, but in different functions with different effects; not the same underlying defect." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and BLIP2 dtype casting are separate model-loading bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and trainer loss signature changes are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but FSDP CPU RAM efficient loading and init_empty_weights argument handling are different concrete failures." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode token skipping are different API bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and multimodal video token counting are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Remote-code config field loss and composite Qwen text_config unwrapping are config-loading issues, but not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model warnings and Qwen3 MOE weight conversion are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helpers in video token counting and batched video shape handling are both video-related but distinct bugs." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different failure points." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counters and GPT-OSS perplexity are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: special-token insertion vs codec handling/warning behavior." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video VLMs, but one is a missing-function bug and the other is a broader regression; not the same concrete issue." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 MOE FP8 loading and MobileLLM key errors are unrelated model-loading problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen-family load failures with different symptoms and likely different root causes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading and Apple Silicon warmup TypeError are different failure modes." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and generic tokenization-version changes are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43646", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45907", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:41720|issue:43540", + "issue:42915|issue:44821", + "issue:44568|issue:45488", + "issue:42915|issue:45538", + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:38175|issue:44898", + "issue:44062|issue:44991", + "issue:44737|issue:45588", + "issue:43257|issue:43696", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:43749|issue:44756", + "issue:44792|issue:44964", + "issue:43906|issue:45381", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "969ef74dbf27fda2cb4a088eea5ffcd194ea4172c816944d3c059e8bcc436d5a", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and not a single duplicate cluster. Only two soft edges look like true duplicates: the Qwen video-input regression pair and the SigLIP2 discrepancy pair.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44479 is the best umbrella issue here: it describes the broad Qwen v5.3 video-input regression across multiple variants, and it subsumes the more specific qwen2.5-vl vision_position_ids report.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest representative issue because it is broad, concrete, and directly covers one accepted duplicate candidate; it is the most suitable anchor for the Qwen video regression subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failures: RTDetrV2 output drift vs Qwen3.5 save_pretrained key issue." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen-family models, but one is a device-mapping CUDA assert and the other is a video-input ValueError; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer bugs, but one is about added special tokens and the other about LlamaTokenizer overriding the tokenizer.json pre-tokenizer." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are different subsystems and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is not the same as CLIPTokenizer max-length handling." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading bug is unrelated to tokenizer max-length behavior." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen video-input regression family; 45381 is a specific manifestation of the broader v5.3 video regression described in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related Qwen issues, but they target different model families and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and qwen3-vl StopIteration are distinct bugs." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape RuntimeError and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are not the same underlying issue." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M and init_empty_weights _is_hf_initialized TypeError are different load-path bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default resolution failure are unrelated model-specific issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate-special-arg error and tokenizer loading for est-roberta are not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange regression and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight-conversion bug and GPT-oss OOM are not duplicate reports." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 tied-weights bug and StaticCache return-type bug are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and custom compute_loss signature breakage are separate trainer issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading failure are different problems." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken error and Mistral regex-patching AttributeError are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoXConfig reload persistence bug and convert_rope_params_to_dict TypeError are both rope-related but not the same concrete defect." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy; the nonsensical AutoModel/pipeline outputs are a direct manifestation of the broader HF-vs-JAX mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE loading/conversion and Smollm3 RoPE-layer mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "These are both memory-related, but one is FSDP loading and the other is mmap on Strix Halo; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal load failure are different model regressions." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough here; the model and symptom details do not line up directly." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights unexpected argument and AutoImageProcessor URL loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the two accepted soft edges are the only ones that clearly read as same-bug duplicates from the titles alone. The choice of 44479 as the umbrella issue is conservative and supported by its broad Qwen video-regression scope. No overstated evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 20, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:43824", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:36010|issue:42175", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43526|issue:45479", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43756|issue:45325", + "issue:43697|issue:45216", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:43906|issue:46202" + ], + "prepared_review_unit_hash": "96f3bec09b9f68b8e9dd1847ec688c313a9f99b894e825c79e99e72ae1d132c7", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35404, + "estimated_input_tokens": 8851, + "estimated_eval_tokens": 17958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous loading/config/runtime issues. The only plausible duplicate pair is the tied-weights serialization regression in v5 (`lm_head.weight` / translation models).", + "confidence": 0.63, + "canonical_issue_reason": "issue:44466 is the clearest, broadest statement of the tied-weights serialization regression in v5/main and best captures the shared root problem with the accepted duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative issue because it describes the underlying save/serialization bug more generally, while the paired issue is a more model-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Both are import/backend errors, but they involve different missing dependencies and unrelated code paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both concern model loading, but the PyTorch-missing import error and the Llama 3.2 vision loading break are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and Qwen2.5-VL import failure are unrelated problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is about PIL image processors requiring torchvision; the other is a mistral regex patch crash. Different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but gguf_file handling and a specific model load regression are not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is about incorrect save_pretrained visual encoder keys; the other is wrong AutoTokenizer token IDs across models." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a Float8 storage lookup error are unrelated failure modes." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is an unmet dependency version bump; the other is stale auto_mappings references. Not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch and LayoutLMv3 box-content validation are different concerns." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both mention labels, but one is a BeitImageProcessorFast reduction bug and the other is a sequence-classification loss bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but they are different mechanisms and model-specific omissions." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but num_labels propagation and strict loading of granite_speech are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position handling, but the affected models and concrete failure modes differ." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are separate regressions." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and Perceiver resize/interpolation failures are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is video vision_position_ids." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated loading bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box validation are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure and trainer.evaluate-after-train failure are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights serialization regression in v5: inconsistent `lm_head.weight` handling across devices and tied-weight issues in translation models." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading regression and unconditional model_info() offline failure are different tokenizer/load paths." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency issues are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens behavior are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of an older issue and a Gemma pipeline roundtrip failure do not look like the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The accepted pair, issue:44466 and issue:45005, is the only clearly shared-root bug here: both point to a v5 tied-weights / `lm_head.weight` serialization regression. The remaining soft pairs are rejected conservatively and the summary does not materially 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": 18, + "review_unit_index": 21, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44704", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45356", + "issue:45491", + "issue:45542", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46209" + ], + "soft_pairs": [ + "issue:43295|issue:45356", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:44514|issue:45290", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:33666|issue:36010" + ], + "prepared_review_unit_hash": "0d89c5d3a6a230273a45e4f358014289db71bbdb8d622f6872cba127d43e9f6e", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37777, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct bugs spanning tokenizer loading/behavior, training, generation, model loading, and backend availability. I do not see any soft pair that is the same underlying issue, so none should be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43653 is the closest anchor because the cluster\u2019s soft links skew toward tokenizer-related failures, and it has inbound references; however, this is not a strong canonical due to the overall mix of unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43653 is the most representative issue among these because it sits near the most repeated theme in the set (tokenizer behavior/load regressions), but the cluster is too diverse for a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/regression reports, but they describe different failures and code paths (processor.tokenizer/images handling vs codec/fix_mistral_regex behavior)." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems and symptoms: image processor void-segmentation handling vs multi-GPU training for Qwen2-VL." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated problems: trainer state after train/evaluate vs device-map forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about default shard size in save_pretrained; the other is AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes (special-token registration vs AttributeError on tasks)." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is an AttributeError in MLukeTokenizer and the other is AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different model/runtime issues: zero probabilities in SigLIP2 vs custom processor/tokenizer regression." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern optional backend detection, but they target different backends and different error conditions; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but the triggers are different (batched padding=False vs assistant tool-call messages without content)." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Distinct issues: dtype propagation when loading BLIP2 vs output differences in RTDetrV2 under Transformers v5." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token related, but one is BigBirdTokenizer mask-token registration and the other is mdeberta BOS/EOS insertion behavior." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/loading problems: unexpected position-id keys vs quantized sinq model breakage after save/load." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but one is offline model_info patching and the other is a specific tokenizer failing on a particular model." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is not the same as the MacOS bus error with a community CLIP model." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation/cache, but one is chunked generation with compiled forward and the other is recurrent-state reset in a specific modular Qwen3.5 implementation." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token registration vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Distinct issues: Qwen3-MoE sliding_window behavior vs key error loading MobileLLM-125M." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but they concern different models and different mechanisms (compiled forward chunking vs flash-attention behavior)." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different failure classes: torch.compile/SDPA on Bamba vs configuration token-ID loss on save/load." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code-ish compatibility, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated model/runtime issues: Qwen3.5 flash-attention generation vs FP8 inference failing on B200." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different problems: Bamba torch.compile + SDPA vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Both are model/runtime edge cases, but one is BLIP2 dtype loading and the other is flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are different trainer bugs." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch and embedding reinitialization after resizing are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a GPU sliding-window attention issue and the other is NaNs in classification heads after checkout/init." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Different areas: trainer GPU broadcast error vs Qwen2-VL multi-GPU training discussion." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/regression topics: lm_head.weight serialization vs sinq quantized save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a legacy field in Beit semantic segmentation and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Distinct bugs in different models and stacks: Beit preset loading vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and chunked generation compiled-forward inconsistency are different failure paths." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model-loading vs preprocessing issues: Beit legacy field vs OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 22, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45440", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:43688|issue:45440", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:43262|issue:43295", + "issue:28282|issue:33357", + "issue:43720|issue:43927", + "issue:43994|issue:46192", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:44849|issue:45357", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:44493|issue:46285" + ], + "prepared_review_unit_hash": "465f9e6d4c145ce1fdd2188b8569cb3eb0ad2749f6def2cfca70eb8bdd8dbac1", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36165, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items form a loose transformer-regression cluster, but the concrete bugs are mostly unrelated across loading, tokenizer, config, multimodal, and training paths. I would not merge any of the proposed soft pairs.", + "confidence": 0.56, + "canonical_issue_reason": "issue:44843 is the best representative of the cluster because it describes a core AutoTokenizer.from_pretrained regression with a clear root-cause loading path and broad version impact, which is more central than the model-specific symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest overall issue candidate for triage because it targets shared library loading behavior, has a clear regression framing, and is broad enough to stand in for the cluster's general theme of v5 breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and different bugs: auxiliary-loss normalization in OLMoE/GPT Oss vs a DeepseekV3 implementation divergence." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "One is a MobileLLM load-time key error; the other is an AutoImageProcessor URL-loading failure. Same area, but not the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device placement mismatch during forward is unrelated to a sinq quantization save/load breakage." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to Trainer/gpu broadcast handling of NoneType." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image regression are different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch dependency and a MacOS CLIP bus error are clearly separate failure modes." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and ignored return_tensors in text_kwargs are different bugs with different surfaces." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both concern loading models, but the gguf_file regression and ScandiBERT load failure do not look like the same concrete code-path problem." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state handling and FP8 inference failure on B200 are different bugs in different execution paths." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support for Qwen2-VL and CustomTrainer's num_items_in_batch API mismatch are not the same issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token-related config fields, but they affect different model configs and attributes; not enough to treat as one bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet weight unpacking on load is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload loss are both config-related, but they are different model-specific defects." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a pipeline translation error message regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is documentation/example mistakes and the other is an implementation discrepancy; not the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an invalid MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "The former is a video-input regression across Qwen VL variants; the latter is num_labels propagation in Qwen3.5 config. Different bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading and an MPS attention correctness issue are separate problems." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug is not the same as FP8 inference failure on B200 hardware." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens handling for mdeberta and the other is wrong token IDs for Granite; different concrete failures." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated Gemma4 issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading, but a specific model failing to load and an unconditional hub call in _patch_mistral_regex are different root causes." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 and a processor/tokenizer regression are not the same underlying bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key warnings from position-id changes and CLIP text-model structure inconsistency are different serialization/architecture issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 23, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "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:44625", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45083", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43688|issue:45704", + "issue:43756|issue:45083", + "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43688|issue:45701", + "issue:45588|issue:46050", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:43688|issue:43873", + "issue:29159|issue:32090" + ], + "prepared_review_unit_hash": "8e7e893484b0630698639ee4c0ea1b00902dd45428ac31fabeccf0361fd07890", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial topical matches across unrelated bugs, model families, or code paths. None look like the same underlying defect, so no duplicate merge is justified. The broadest representative issue is the tokenizer-regression report (45701), but it is not a true canonical duplicate for the rest.", + "confidence": 0.8, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the broadest and most reusable report in the set because it describes a general tokenizer-version regression, but it still does not match the other reports closely enough to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: auxiliary-loss normalization in MoE models vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated failures: RoPE-layer dropping in Smollm3 vs a feature-extraction length helper issue in qwen3_omni_moe." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Both are model-quality regressions, but one is SigLIP2 implementation mismatch and the other is ZeRO-3 gradient blowup; not the same code-path problem." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields after the 5.0 update, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same issue as device-dependent `lm_head.weight` serialization." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is multi-GPU OOM and the other is a device-mismatch forward bug; different underlying failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different subsystems and symptoms: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing config attribute while the other is `from_config` not unwrapping `text_config`; not the same concrete bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config failures: lost custom token IDs after save/load vs a tokenizer AttributeError on tasks." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the Float8 storage type error." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failure modes: missing Float8 storage registration vs `flash_attn` KeyError on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading issue for BEiT is unrelated to the Bark CPU-offload device mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to the ZeRO-3 gradient anomaly." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3.5 config issues, but one is `num_labels` propagation and the other is `from_config` text-config unwrapping; too different to merge." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version load failure; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0 compatibility regressions, but one is a missing config field and the other is an unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "CUDA OOM during tensor-parallel load is unrelated to an unmet PEFT version pin." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer issues: BEiT legacy-field loading vs BigBird mask token registration/empty decode." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different device-related problems: CPU offload mismatch vs a stale CI override test." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to a general tokenizer-version regression." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling error is unrelated to quantized save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference corruption and unexpected position-id keys are different problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal `.to` type error and the other is KV-cache indexing; different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures are unrelated to MLflow reporting after training failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different model/runtime issues: ZeRO-3 gradient instability vs failure to load Phi-4 multimodal." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to quantization offloading behavior." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 24, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:44521|issue:45290", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:45072|issue:45198", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:28218|issue:33357", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:45381|issue:46209", + "issue:43572|issue:44987", + "issue:43295|issue:43873", + "issue:44898|issue:45412", + "issue:43572|issue:43957", + "issue:43950|issue:46285", + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43450|issue:43575" + ], + "prepared_review_unit_hash": "81ee6c8b1bc6940f69eae6c21e064ec08f667cb1b78697bcf55d2ef27384f72f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37226, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers bugs and regressions across tokenization, chat templates, multimodal processors, generation, loading/serialization, quantization, and device/dtype handling. None of the soft pairs look like the same underlying bug/change, so no soft edge should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a safe canonical because the items span many unrelated failure modes rather than one duplicate thread.", + "canonical_pr_reason": "No pull requests are present in the provided items, so there is no PR canonical to choose.", + "best_issue_reason": "No issue clearly subsumes the others; the set is too heterogeneous for a global best issue.", + "best_pr_reason": "No pull requests are present in the provided items, so there is no PR candidate to select.", + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token-count update regression; different subsystems and symptoms." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs PyTorch version-check import bug; unrelated code paths." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile error vs flash_attn backend lookup failure; not the same defect." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp limitation vs SigLIP2 probability anomaly; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing ValueError vs Gemma4 multimodal token-id defaulting; different model paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templates, but one is all-zero assistant masks and the other is tool-call crash; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs sinq save/load corruption; different lifecycle stages." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids handling vs device_map auto forward device mismatch; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype drift vs resume checkpoint key mismatch; no shared root cause." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 inference dtype mismatch vs Wav2Vec2 save_pretrained/tokenization failure; different problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash vs return_tensors precedence bug; separate tokenizer issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs rope-param dict conversion type error; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 hidden-states bug; different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device_map auto forward mismatch vs return_tensors being ignored; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space bug vs MacOS bus error in CLIP model loading; different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "processor.tokenizer regression vs batched video shape bug; different multimodal paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer regression vs OmDet processor/model size mismatch; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors vs tokenizer kwargs handling regression; not the same defect." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer regression; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug vs FP8 inference failure on B200; separate issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs model-loading regression on v5.1.0; different root causes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "from_pretrained buffer corruption vs CLIP text-model structure inconsistency; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize/interpolation failure vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head serialization inconsistency vs LoRA merge collapse with extended vocab; different bugs despite tied-weights theme." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient explosion; unrelated training/runtime issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 multimodal token-id defaulting vs Qwen2.5-VL rope scaling bug; different models and code paths." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError vs tensorflow_text backend mapping error; unrelated import machinery." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs OOM while loading a 57B model; no shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 25, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:42490|issue:43696", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:45290|issue:46326", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:43295|issue:43493", + "issue:44442|issue:45198", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:43262|issue:43450", + "issue:44514|issue:44521", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "9df41dba1f998881ab95672c5b3c7a016417d918504583f84c0df2f9f137e2e5", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35718, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug or change. I rejected all soft edges; the only mildly related groupings are still too broad or symptom-level to merge safely.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue is safe here because the set spans unrelated bugs across import errors, model-specific regressions, processor/chat-template behavior, and docs issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative if one must be chosen: it has the broadest, most actively discussed template-related scope and clusters thematically with other chat-template issues, though it is still not a duplicate of them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class ('pad_token_id' missing) but different models/config paths (Qwen3-VL vs Llama4), so not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are import/load failures, but one is a missing flash-attention helper and the other is meta-device loading; unrelated code paths." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A path-with-slash import warning and a CUDA OOM on GPT-oss are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2.5-VL is unrelated to DeepSeek-Coder detokenization; different subsystems and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16/FP32 dtype mismatch during eval is not the same as Qwen3 MoE training memory usage." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one is a tokenize=True crash on tool-call messages and the other is continue_final_message behavior for mistral_common; too different to merge." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and text_kwargs/return_tensors handling are unrelated processor bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "They both mention SigLIP2, but one is zero probabilities for a specific checkpoint while the other is a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import failure are different model families and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "A processor/tokenizer regression in v4.57.5 is not the same as a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer auto-loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability anomalies and RT-DETR memory-release problems are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors involving different symbols and modules; not the same missing export." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and video batched-shape handling are different processor bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both concern apply_chat_template, but one crashes on batched padding=False input and the other produces zero assistant masks for multimodal inputs; not the same concrete failure." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import metadata on Python 3.13 and Windows ROCm/torch.distributed import issues are unrelated environment problems." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are separate model API regressions." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are both missing utility exports, but they are different symbols and different breakages." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model-specific inference failures (A800 cudaErrorAssert vs B200 FP8 inference failure)." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch and a stale GraniteSpeech CI test are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they refer to different APIs and different deprecations; not one duplicate." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch has nothing to do with qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription generation failure are distinct audio pipeline bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration and Bamba torch.compile/SDPA failure are different model/runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length computation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:37428|issue:43425", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:45290|issue:45381", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:44206|issue:45823", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43388|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "39de6373f0695fe5c70f29f733eacd0c9f3756ab7dde88a0bc8e64bb88193596", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "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 mostly a loose collection of unrelated Transformers bug reports. The only clear duplicate-level match is the Qwen3.5 MoE `from_pretrained` regression reported twice (45310/45478).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the earlier and more detailed report for the duplicated Qwen3.5 MoE `from_pretrained` failure, with a matching follow-up report at 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best anchor for the cluster because it captures the clearest true duplicate pair and has the stronger primary report among the issues shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but they describe different failures: Janus image generation test vs a stale `num_return_sequences` warning in paged generate." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a specific missing import (`_flash_supports_window_size`), the other is a broad Torch 2.10 compatibility complaint; different bugs and code paths." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` defaults and a flash-attention `s_aux=None` crash are distinct issues in different parts of the stack." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3 recurrent-state reset are unrelated model-behavior bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/collapse with extended vocab is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are different model-loading failures." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different features and failure modes." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch and unexpected position-id keys affect different model internals." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `@torch.jit.script` parsing error is unrelated to the qwen3_omni helper-length behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in an extractor and Gemma4 PLE device mismatch are separate regressions." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/`torch.compile` failure and a stale GraniteSpeech CI test are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are unrelated CI issues." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Beit pretrained preset loading with a legacy field are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different compatibility problems." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Qwen3.5 MoE CPU-offload incompatibility are distinct runtime failures." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to the pipeline translation-task warning issue." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing `is_falcon_mamba_ssm_available` are separate import/utils problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "`gather_for_metrics` dropping tuple labels and `reduce_labels` truncating labels are different bugs, despite both touching labels." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same concrete regression: Qwen3.5 Moe `from_pretrained` fails on transformers>=5.4.0, and the titles/body descriptions align exactly." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config sparse-layer creation and qwen3_omni feature-length helper behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A documentation example issue and a position-id warning/regression are not the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and embedding reinitialization on resize are separate tokenizer/model-init issues." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking and GraniteSpeech stale device override are unrelated CI regressions." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech CI failure do not share the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and Deepseek tokenizer incorrect results are different model-family regressions." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-model path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for Bark and float16 AMP crash in LwDetrImageLoss are unrelated runtime errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The only clearly supported duplicate-level match here is issue:45310 / issue:45478, which is consistent with the titles, timestamps, and body lengths. No pull-request mergeability issue applies." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 27, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:43412|issue:45588", + "issue:43746|issue:46209", + "issue:45372|issue:45588", + "issue:44568|issue:45491", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:43611|issue:46285", + "issue:45198|issue:45803", + "issue:44448|issue:44466", + "issue:45245|issue:45563", + "issue:36010|issue:37428", + "issue:25251|issue:32090", + "issue:43653|issue:44743" + ], + "prepared_review_unit_hash": "31c2df5ec76307d57a2c628d9451b3ca24201c40ec5807f6376e279acc727a62", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36946, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated transformer regressions and edge cases. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45920 is the broadest, most active open report in the set, and it captures a widespread tokenizer regression affecting multiple models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is a strong cluster representative because it is open, high-discussion, and describes a broad user-impacting regression rather than a narrow model-specific case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is a broad wrong-token-ID regression and the other is about return_tensors being ignored with explicit text_kwargs; different bugs and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 trust_remote_code import breakage; no shared underlying defect." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id key warnings; different models and symptoms." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/AMP, but they are separate model-specific failures in different code paths and frameworks." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is a v4/v5 output mismatch and the other is a flash-attention runtime bug for a different model." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading failure for Llama 3.2 Vision and embedding reinitialization after resize are different initialization/loading bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper output-length issue." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is about custom token IDs in config and the other about loading the wrong custom module; different root causes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels truncation." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization after token resize." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is an import break from API removal and the other is tokenizer output corruption; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation corruption and a stale paged-generate warning are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py AttributeError on s_aux=None are separate crashes in different subsystems." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure for Gemma3n and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading failure and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import error from mistral_common and flash_attention AttributeError are different issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings with mixed-length batching are unrelated bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient-checkpointing-in-eval guard are different eval-mode problems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is unrelated to Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "base_model_prefix loading breakage and CLIP class structure inconsistency are both v5 API regressions but not the same concrete bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except exception masking are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is a generation output mismatch and the other is inconsistent lm_head serialization; different failure modes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale paged-generate warning are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors from moved/removed internals, but they concern different symbols and modules, not one shared defect." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43575", + "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:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:45459|issue:45712", + "issue:43611|issue:46121", + "issue:44186|issue:45198", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:29942|issue:30064", + "issue:43976|issue:45440", + "issue:43066|issue:44462", + "issue:43278|issue:43575", + "issue:44265|issue:45198", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:43065|issue:43994", + "issue:43381|issue:43701", + "issue:43421|issue:45491", + "issue:44734|issue:45406", + "issue:43653|issue:44442", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "c47ca10260b59cadf38a181aa1a96b1b657366f5ceceb4648311229e46acad23", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37103, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad subsystem vocabulary (tokenizers, processors, quantization, serving). I found no true duplicate/merge-worthy soft edges; the best triage anchor is the broad open quantization/offloading report.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43873 is the broadest, most reusable issue here: it is open, generic, and already has discussion/references around quantization/offloading failures, making it the best place to consolidate adjacent reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global canonical candidate because it is the most general active bug report in the set and most suitable as a triage sink for related quantization/offloading complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Sam3PixelDecoder Conv2d and RT-DETR memory retention are unrelated bugs in different model paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors from missing protobuf and leftover dummy classes are different issues with different fixes." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-params JSON list handling are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "A LayoutLMv3 error-message clarity issue is not the same as TrainerState token accounting." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are separate model-specific problems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos-token mismatch and Qwen3.5 flash-attention generation failure are distinct symptoms and fixes." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer attribute errors and Wav2Vec2 save/tokenization failure are not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are different failure points." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor and Qwen VL video-input regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized-model saving failure are separate quantization bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak do not share the same code path." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility and DeepseekV3MoE divergence are different classes of bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-related but not the same defect." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval and Qwen2 tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures via torch_compilable_check and Wav2Vec2 save/tokenization issues are different." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are unrelated legacy bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Path-with-slash import warning and quantization/offloading malfunction are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior and Gemma4 multi-GPU OOM are distinct resource-management problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 pixel decoder dummy Conv2d and SigLIP2 output corruption are unrelated model issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer behaviors." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 mixed-length NaNs are not the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve and Gemma4Processor missing _tokenizer are different serve failures." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load a tokenizer class are separate tokenizer issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor image size mismatch and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "A800 cudaErrorAssert with auto device mapping and Gemma4 OOM are different hardware/runtime failures." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are different model-implementation discrepancies." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import-time processor-loading failure and the other is a missing attribute in transformers serve; not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 eval dtype drift and multimodal video-token counting are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 29, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44554", + "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" + ], + "soft_pairs": [ + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:43646|issue:44077", + "issue:42915|issue:43931", + "issue:29127|issue:35141", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44062|issue:45907", + "issue:28218|issue:32090", + "issue:44464|issue:45491", + "issue:33290|issue:34567" + ], + "prepared_review_unit_hash": "e73a8f4603d3da70477ce9bfbaab800618f25f718258b698f010c05ad32a1e36", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers issues spanning tokenizers, model loading, training, quantization, attention, and hardware/backend-specific regressions. I don\u2019t see any soft pair that is the same underlying bug or a plausible single merged fix, so all candidate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items do not form one duplicate family and cover many unrelated code paths, so there is no single issue that meaningfully represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not a coherent duplicate set; selecting one would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated failures in different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction and Kosmos2.5 OCR long-input indexing are different vision preprocessor bugs." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are not the same code-path problem." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_Moe rotary embedding CPU offload incompatibility are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 divergence and D-FINE auxiliary-loss behavior are distinct model-specific issues." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT image processor label reduction and LayoutLMv2 tokenizer crashes are different tokenizer/processor bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM on Qwen2-57B loading and resume_from_checkpoint key mismatch are unrelated training/loading issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count limit errors are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "These affect different components: BEiT image processing versus LwDetrImageLoss AMP behavior." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP model loading and the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different model/config regressions." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated problems." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General v5 custom model init breakage and a patchtsmixer-specific post_init restriction are not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading errors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and unsupported center argument in feature extraction are different audio-preprocessing bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are separate generation/decoder issues." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage and flash_attention s_aux=None crashes are unrelated loader versus attention failures." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and Whisper empty-transcription failure do not share a concrete code path." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error on CLIP and SigLIP2 zero-probability outputs are distinct model/runtime issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files missing revision forwarding are unrelated API bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer _gpu_broadcast_one NoneType handling are entirely different subsystems." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Gemma3 NaNs under mixed-length sliding-window attention are not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor+DeepSpeed OOM and TrainerState token counter not updating are unrelated training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 30, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46234" + ], + "soft_pairs": [ + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:44479|issue:45290", + "issue:44442|issue:45803", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:42907|issue:45698", + "issue:42175|issue:46234", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:43761|issue:44188", + "issue:43316|issue:45759", + "issue:44190|issue:44496", + "issue:44568|issue:45479", + "issue:33290|issue:34689", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43650|issue:46202", + "issue:29127|issue:33357", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "4b7cbeafe168fc54b9f9ad747c89ad7ddda649aff4d72391d6b4e55e5015f1cb", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36423, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct model-loading regressions, backend/config mismatches, or documentation/errors, not duplicates of one underlying bug. No soft pair looks safe to merge as the same fix.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43873 is the broadest and most active open report in the set, centered on quantization/offloading behavior; it\u2019s the closest thing to a cluster anchor, though the overall group is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative issue because it has the most discussion and the widest runtime-scope framing among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs. Perceiver image-classification interpolation bug; different models and code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantization/offloading failures." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Generic model-loading breakage for Phi-4 multimodal is not the same as DeepSeekV3 native-vs-remote divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 config API mismatch and Llama4 missing pad_token_id are separate config-field bugs." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 multimodal load regression and base_model_prefix loading regression are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to AdaFactor/DeepSpeed OOM." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to tokenizer class loading." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained corruption are distinct model serialization/loading bugs." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading failure for a vision model is not the same as GenerationMixin import failure." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in specific VLMs is unrelated to chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and Fuyu's bare-except tensor conversion bug are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to stale docs still referencing pipeline()." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen recurrent-state reset are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure and wrong custom-module loading after save_pretrained are related to serialization broadly, but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in the torch extra is unrelated to a missing import_utils helper symbol." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are separate issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to rotary_pct not persisting on reload." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under compile are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3 config API discrepancy is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer add_special_tokens regression is unrelated to degenerate zero-loss sequence-classification behavior." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed AdaFactor OOM and Llama 3.2 model-loading regression are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy change is unrelated to the video-input regression." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/torch.jit parsing failure and ZeRO3 deque IndexError are different runtime failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression for a specific repo and missing backend registration for tensorflow_text are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The vague 'ADD THE DATA' report is not the same bug as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error and MacOS CLIP bus error are completely different issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message that incorrectly mentions translation support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 31, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45656", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43540|issue:44514", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:43316|issue:43716", + "issue:33290|issue:45656", + "issue:44871|issue:45584", + "issue:43404|issue:43441", + "issue:43316|issue:44877", + "issue:43295|issue:44871", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45127|issue:45200", + "issue:43452|issue:44496", + "issue:43761|issue:44479", + "issue:43232|issue:43388", + "issue:43504|issue:45698", + "issue:43572|issue:46178", + "issue:44077|issue:44534", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "170a43952cd4fa732451dba3a6dc45b21b3ff74c79260df7ab9e48d3c7da2bb2", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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": "The cluster is not a true duplicate set; the soft pairs mostly share only broad subsystems or vague symptom overlap, not the same underlying bug or change. I would keep them separate, with 45698 as the strongest standalone issue anchor by activity and impact.", + "confidence": 0.97, + "canonical_issue_reason": "No clear duplicate core emerges across the cluster; if one issue must anchor the set, 45698 is the most active open regression report and the broadest user-facing one.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best standalone representative because it has the highest discussion/inbound activity and concerns a concrete reproducible from_pretrained/save_pretrained regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated failures: pipeline output nesting vs missing PyTorch import." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both mention OOM, but one is a parallel script failure and the other is model loading with tensor parallelism." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA runtime issue vs checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key handling." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input bugs, but one is video processing in Qwen3OmniMoe and the other is batched chat template padding behavior." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Deepspeed optimizer OOM is unrelated to post_init reinitializing embeddings." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Model-specific OOM on tensor parallel load vs a key error while loading a different model." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API mismatch is not the same as a dtype mismatch between image preprocessor and model." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizers, but one is OOM and the other is duplicate optimizer stepping." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Token ID configuration mismatch is not the same as empty-transcription generation failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different problems in different paths: tied lm_head weights vs FlashAttention failure." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is an API discrepancy and the other is strict schema loading." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id inconsistency." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Error-handling bug in tensor conversion is unrelated to Windows ROCm distributed import/type errors." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in a decoder is not the same as SAM3 video CUDA OOM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection bug and missing vision encoder attribute are different SAM/Qwen-style issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Eos token configuration mismatch is unrelated to quantized model serialization/loading breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init regression and GPTNeoX config reload losing rotary_pct are different failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is not the same as missing mm_token_type_ids defaults." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling bug is unrelated to missing model_type in config.json." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug and metric-gathering label truncation are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading and wrong custom module restoration after save_pretrained are different loading bugs." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm config field regression is unrelated to backend mapping for tensorflow_text." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer initialization are separate v5 concerns." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing import_utils helper." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 32, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:45987", + "issue:46234" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:43673|issue:44743", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43931|issue:44060", + "issue:45803|issue:45987", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:44737|issue:45803", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "edf5f7ab734fe683dce8d5fcab7611323e2e893042e570ec7520dee7b1d89843", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35930, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are broadly heterogeneous bug reports and regressions across unrelated model families and subsystems. The soft-similarity pairs mostly share surface vocabulary only, so none look like the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is not a duplicate set, but a mix of unrelated bugs, regressions, and docs/config issues with only superficial textual overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative because there is no common underlying code-path or change tying the cluster together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different failures: CLIPVision hidden-states regression vs MOE load-balancing loss omission; only loosely model-internal." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache in chunked prefill while the other resets recurrent state in qwen3_5 modular code." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: a Janus test failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated domains: Sam3Video CUDA OOM versus Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a v5 buffer-initialization regression; the other is GPTNeoX config persistence for rotary_pct." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading-related, but one is local dataset loading and the other is a multimodal model load failure." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test failure is not the same bug as stale Sam3LiteText references in auto_mappings.py." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: video-input regression in VL models versus serve KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs is unrelated to a bad AutoModel/pipeline inference result for SigLIP2." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "A Python 3.13 decorator parsing/import error is unrelated to a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures entirely: Qwen3 auto device mapping CUDA assert vs category-count limit in a categorical task." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor image-size mismatch are separate vision-model bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing exceptions is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and trailing-slash local model import warnings are different loading behaviors." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "A non-persistent buffer initialization regression is not the same as GPTNeoX rotary_pct not round-tripping." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version incompatibility during import and a TorchScript parsing issue in DebertaV2 are distinct failure modes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and DebertaV2 import parsing on Python 3.13 are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the example script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models has nothing to do with a missing import_utils symbol." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init handling for patchtsmixer and strict config blocking granite_speech loading are different config issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are separate Qwen-related bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input processing ValueError in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different hub/filesystem issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids in Qwen2.5-VL video input are separate bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU-side XLNet arange placement is unrelated to the Fuyu bare-except exception-swallowing bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and example-script local dataset loading are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech device override test and removed Sam3LiteText auto_mappings references are both CI issues, but not the same defect." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification returning empty results and local dataset loading failure in a different example script are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 33, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43688", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:43479|issue:45375", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:44464|issue:45563", + "issue:43650|issue:44220", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44933|issue:45362", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:45563|issue:45584", + "issue:36246|issue:38617", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:43441|issue:45588", + "issue:44496|issue:45042", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "8dd9f465f46c44a9566c123e8956156a5f96c6dbdaff4c2c30dbda3824126d63", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36130, + "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 highly heterogeneous: it mixes import regressions, model-loading/config issues, generation bugs, training/eval bugs, and docs/perf reports. There is no clear duplicate stack across the whole set, so only a weak representative issue can be chosen.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 41628 is the broadest, cleanest user-facing regression report among the set: a straightforward top-level import failure with clear impact. It is not a true canonical for all items here, but it is the best single representative of the import-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the most triage-worthy representative because it is a concrete, broadly understandable import breakage and has the strongest chance of being actionable as a standalone bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different failure surfaces: LlamaConfig head_dim validation vs rope-parameter dict conversion TypeError. Not the same bug or code path." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different models and different config-field bugs: Phi4Multimodal default init vs Qwen3.5 MoE vision field dropping." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "One is a Python 3.14 import/load failure; the other is a backend dependency issue with tensorboard-only installs. Distinct root causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 token-embedding resizing bug vs Whisper empty-transcription generation failure. Unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and embedding-resize bug are different model behaviors and fixes." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error is unrelated to Whisper empty transcription handling." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency vs stale warning about num_return_sequences. Different generation bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap: placeholder/nonspecific issue title vs fbank feature extraction bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different underlying breakages." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 generation is separate from Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs serve KV-cache tensor indexing crash; unrelated components." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance regression is not the same as unsafe sys.modules access, even if both concern import internals." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compiled flex_attention failure on torch 2.9+ while the other is a version-check/import-path bug for AuxRequest." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Sam3PixelDecoder dummy Conv2d." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/load related, but one is trust_remote_code missing fields and the other is an unrecognized model missing model_type. Different concrete problems." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and repro contexts: unit-test loading of GLM-4.7-Flash vs latest-transformers load failure for Phi-4 multimodal." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load regression and Sam3LiteText auto_mappings breakage are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device-override test in GraniteSpeech is not the same issue as model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning on paged generate() is different from Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different version skew." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to a local cache-path collision." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash and trust_remote_code cache-path collision are distinct bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention inference failure are different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto_mappings cleanup are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regression targets: processor/tokenizer access vs token embedding resize propagation." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash_attention, but one is a Ministral-3 v5 RC failure and the other is an s_aux=None crash for sink-less models; not clearly the same fix." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL-backend torchvision requirement are separate loading/dependency issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics batch truncation and auxiliary-loss normalization are different training/eval bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 34, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:44075|issue:44368", + "issue:43673|issue:44336", + "issue:42175|issue:44279", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:45335|issue:45584", + "issue:43650|issue:46209", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:45357", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:39692|issue:43901", + "issue:41950|issue:45020", + "issue:44016|issue:44062", + "issue:43295|issue:44779", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "8c02568f28f2d93efca97ae0705fb3ae251bed1c9b7aafcaf685bce6fea278e4", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes version regressions, model-loading/config issues, tokenizer bugs, docs problems, and packaging/import errors. There isn\u2019t a single underlying bug/change that clearly unifies the set, so most soft links should be rejected.", + "confidence": 0.21, + "canonical_issue_reason": "issue:45020 is the closest umbrella for the shared theme of recent Transformers regressions breaking model loading, but it is still too broad to serve as a true duplicate anchor for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative of the cluster\u2019s main regression theme, though the surrounding issues are still too diverse to collapse into one duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated problems." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer arguments and a tie_word_embeddings warning are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI output formatting are unrelated subsystems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow extra in packaging is not the same as a generic dependency issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained checkpoint serialization." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A docs mismatch for return_all_scores is unrelated to a model config loading failure." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses are different training-path bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax in docs and _torch_extract_fbank_features() runtime behavior do not match." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but they target different model families and failure modes." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Missing ReasoningEffort import and missing is_falcon_mamba_ssm_available are separate export/import issues." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "\u201cADD THE DATA\u201d is not a concrete bug report and does not match the FP8 inference issue." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast of None and post_init reinitialization of embeddings are different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs: default multimodal sub-config initialization versus missing pad_token_id." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to Gemma processor import failure." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router/load-balancing loss and mm_token_type_ids defaulting are different model-forward issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Mixed-precision dtype loading for BLIP2 is unrelated to Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities and CUDA OOM are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different regressions: loading failure versus incorrect saved visual encoder keys." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue does not match a specific unreleased MIN_PEFT_VERSION pin." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single missing HybridCache export is not the same as broad import breakage across many symbols." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules; these are not the same symbol or code path." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions for Deepseek and Granite are model-specific and not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors and a TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device-map mismatch are separate bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different failure modes; these are not duplicates." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency pin are unrelated environment issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression and Deepseek tokenizer output regression affect different APIs and models." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import targets and different missing names; not the same underlying defect." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Missing ReasoningEffort import and missing falcon_mamba availability helper are distinct import-utils issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 35, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44016|issue:44291", + "issue:43262|issue:44521" + ], + "prepared_review_unit_hash": "e027b1f16ceb83ee00e6e9e16730b7177a9830c128c8f247001e9fbe08df0018", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37170, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers v5 regressions across tokenizers, model loading, processors, attention kernels, docs, and CI. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous. If forced, #44462 is the closest representative because it covers a broad tokenizer-loading regression, which is the nearest shared theme among several items.", + "canonical_pr_reason": null, + "best_issue_reason": "#44462 is the most representative issue in the cluster because it is a broad, user-facing tokenizer-loading regression; the other issues are mostly narrower, model-specific, or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch vs TensorBoard/TensorFlow backend setup; unrelated subsystems and failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A placeholder issue title vs behavior change in AttentionInterface.register; no shared bug path." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizers, but one is AutoTokenizer loading ignoring tokenizer.json and the other is a Mistral regex-patch crash; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support breakage vs loading a specific repo/model; too different to be duplicates." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained writes the wrong tokenizer_class, while this is AutoTokenizer loading the repo file; save vs load bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python compatibility issue vs an unspecified dependency problem; not the same underlying defect." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug vs generic dependency issue; no overlap in concrete code path." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs list_repo_files not forwarding revision; completely different functionality." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not updating Gemma4 embeddings; different model logic." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks generation bug vs Qwen2.5-VL rope index scaling; both multimodal, but distinct internals and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral vs OCR index error in Kosmos2.5; unrelated model-specific issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized model load with gpu/cpu offload; both involve quantization, but different stages and bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings.py stale config references vs leftover dummy classes in dummy_pt_objects.py; both repo hygiene/CI, but not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated areas." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs slow filtering after upgrade; different symptoms and code paths." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure; both vision-related but not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files from processor.save_pretrained vs Gemma-4 zero3 from_pretrained; unrelated failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm missing config.rms_norm_eps vs torch.split return values in GlmMoeDsaIndexer; different model components." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss issue; unrelated subsystems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression vs Deepseek tokenizer regression; both output-quality bugs, but different models and code paths." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Model-specific FlashAttention failure vs compiled flex_attention failing on torch>=2.9; one is a model issue, the other a kernel/runtime compatibility issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch; completely different bug types." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores vs nonsensical model outputs; not the same underlying problem." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression vs ESM2 breakage; both are v5 regressions, but they affect different model families and mechanisms." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shape vs Sam3Video CUDA OOM; one is a shape bug, the other is memory usage." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs glm-4v-9b loading failure; both config/loading-related but not the same concrete defect." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization mismatch vs Gemma-4 zero3 loading; unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs inconsistency vs import-time slowness; different problem classes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields during loading, but one is a missing pad_token_id attribute and the other is trust_remote_code dropping fields; different root causes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError for sentence-transformers vs TensorBoard/TensorFlow backend error; unrelated dependency/import issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError from unexpected argument; different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat_template default sampling rate bug vs multimodal assistant_masks all-zero bug; both processor-related but not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 36, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45593", + "issue:45759", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43673|issue:43761", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:43824|issue:43976", + "issue:44336|issue:44485", + "issue:41950|issue:44220", + "issue:43976|issue:44964", + "issue:36246|issue:42757", + "issue:42886|issue:46132", + "issue:36246|issue:44351", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:45081|issue:45362", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:45375|issue:45759", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "41776cb8f16087de9584fa1991849cb91c297a32158f40ab994160b10936d276", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers regressions and import/config bugs. I don\u2019t see any soft pair that clearly describes the same concrete bug or change, so no merges are warranted.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41950 is the clearest, most user-facing concrete bug in the set: it names a specific pipeline misbehavior, has active discussion and inbound references, and is more actionable than the more ambiguous import/config reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41950 is the strongest standalone issue candidate because it describes a specific failing code path with direct user impact and enough context to triage independently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems and symptoms: attention-kernel divergence under torch.compile vs ANSI color output in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Both are import/version problems, but one is a missing symbol and the other is a Python-version compatibility regression; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import failure and a Qwen3.5 chat crash are different failure modes and code paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both mention v5 regressions, but one is missing GenerationMixin cache during chunked prefill and the other is CLIPVisionModel hidden_states behavior." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated issues: DeBERTa model_max_length handling vs missing transformers.onnx module." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Same broad Qwen/MoE area, but one is LoRA compatibility across hf4.x/hf5.x and the other is multimodal model loading; not clearly the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission and a position_ids docstring typo are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-time slowness is unrelated to unrecognized-model loading for a specific checkpoint." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing losses, but they are different losses in different model families and different conditions." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is not the same as a Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A missing Qwen2_5_VL export and a Python compatibility issue are different problems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Both touch pipelines/utilities, but one is video-classification using image processors and the other is audio feature extraction; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "A Python version support bug is not the same as failing to load a specific multimodal model." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they concern different missing symbols from different packages." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Tokenizer cache/offline loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and an AMP/CUDA crash in a detection loss are different issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "A Mistral regex patch crash and a Qwen3.5 chat crash are different model/path failures." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The second title is too broad to establish the same concrete bug; one is a specific model lacking FA2 support." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available break different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer access error and a Chinese-reported slowdown after upgrade are not the same underlying defect." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "An unrecognized model config and unsafe sys.modules access are different load-time problems." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing field being dropped by strict validation and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import-time slowness." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 37, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44734", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45987", + "issue:46082", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:36246|issue:43596", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:44466|issue:45335", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:42886|issue:45229", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43673|issue:44734", + "issue:45584|issue:46170", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "fefb0de649b01f84a68f22ba3d037bfe80c27ebf880cf103da8a5a60fecfa085", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "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": "This cluster is heterogeneous: most items are unrelated bugs across different models, configs, and code paths. The soft pairs share only broad subsystem similarity (tokenization, generation, DeepSpeed, save/load, vision/video), not the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative; the cluster spans distinct regressions and model families rather than one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: Qwen3 MOE weight conversion vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-embeddings bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor is unrelated to BertModel/ZeRO3 index error." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize issue is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config loading, but they target different models and different field-handling failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 problems: pixel decoder implementation vs tracker/video config warning." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs syncing bug is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer error masking are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return type bug vs LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to missing mm_token_type_ids defaults." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and Windows ROCm import failure are separate code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights is different from resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder output attribute bug vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading issue and double optimizer step under DeepSpeed are different defects." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request handling failure is unrelated to Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and auto_mappings stale config references are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale forward-pass cache bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning in fine-tuning is not the same as flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are different warnings in different paths with no shared bug mechanism." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm import/type errors are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to tie-word-embeddings warnings." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM are not the same issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and xdist captured_info.txt race are different problems." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing GenerationMixin cache in v5.0.0 and wrong tensor indexing in serve are distinct generation bugs." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Windows ROCm torch.distributed import errors." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628" + ], + "prepared_review_unit_hash": "b38eac144f80188613c43cefefebdbd559394e44d9ffba0c130e12b908b28c63", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37089, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly spans distinct Transformer regressions and model-specific issues. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; most other soft-similar pairs are related only at the subsystem/theme level, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best canonical issue because issue:43704 appears to be an exact duplicate with the same title, and 42673 has higher discussion activity in the packet (10 vs 1).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best overall issue candidate because it matches issue:43704 exactly by title and has more discussion activity, making it the clearest representative of that bug in the visible set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different bugs: Whisper timestamp decoding crash vs Kimi tokenizer regression/codec handling." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different code paths: MLukeTokenizer task AttributeError vs a performance slowdown after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakages, but they describe different affected models and failure modes; not the same concrete bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated symptoms: data filtering slowdown vs DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems and failures: processor.save_pretrained file omission vs DeepSpeed optimizer double-step." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different features: Gemma eos token config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is not the same bug as the reported preprocessing slowdown." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug vs documentation still referencing removed pipeline APIs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different failures: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One is a placeholder bug report, the other is a specific gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as GGUF loading failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe/v5 compatibility vs missing files on processor.save_pretrained." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failures: SAM 3 video attribute error vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder attribute error is unrelated to trust_remote_code field loss in AutoConfig." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch is not the same as a loading hang in Sentence Transformers." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings change and remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they affect different code paths and reported failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import issues, but for different symbols and modules; not a clear duplicate." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 Moe, but one is a missing config field being dropped and the other is a generic from_pretrained error; too different to merge." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder issue is unrelated to tokenizer-mapping logic in add-new-model-like." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is not the same as Llama4Config missing pad_token_id." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different attention/masking bugs: Gemma4 causal-mask construction vs pipeline final-batch result dropping." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but different concrete failures: from_pretrained loading error vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring future-annotations crash are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is a different bug from Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate bug report: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and matching symptom." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained FP8 moe bug and Qwen3.5 Moe from_pretrained loading bug are different operations and failures." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MoE models, but they are different regressions/version contexts and not the same concrete code-path bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto-docstring annotation handling failure do not share the same underlying defect." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor initialization failure is not the same as the Gemma pipeline roundtrip issue." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate bug report: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and matching symptom." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors involving different APIs and model classes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall choice of issue:42673 is plausible, but the justification overstates the packet. There are no inbound references for either 42673 or 43704, so phrases like \"well-supported by discussion and references\" / \"richer discussion/inbound-reference trail\" are not grounded. Please keep the canonical/best-issue rationale limited to what is visible in the packet (identical titles and higher discussion activity on 42673)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46231", + "issue:46326" + ], + "soft_pairs": [ + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:43065|issue:46123", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:44075|issue:46231", + "issue:43723|issue:46326", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "1b8e68f30e76d0dcb0ec78694114f5da7acb92aa1fec120dea47ec2c6a2a8a11", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36784, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same concrete bug or change; most are broad theme matches (tokenizer regressions, v5 regressions, DeepSpeed, etc.) but not duplicate enough to merge. The cluster is heterogeneous, with only loose topical similarity in a few tokenizer-related pairs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42898 is the broadest and most central of the tokenizer-related reports here: it explicitly describes a v5 behavior regression and has the most overlap with other tokenizer-focused soft pairs, making it the best umbrella issue among this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest representative issue overall because it captures a concrete v5 tokenizer regression and is the main hub for the similar tokenizer-related comparisons in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe issue; different failure modes and code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated backend packaging issue vs leftover dummy-class cleanup; no shared concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model loading/config error vs pytest-xdist file race; completely different problems." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask correctness bug vs MoE load-balancing loss gating; different model subsystems and symptoms." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test utility file race vs broken auto-mappings references; unrelated failures." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs wording mismatch vs test race condition; not the same underlying issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling; different concrete bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug vs a janus image-generation test failure; no concrete overlap." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding reinitialization during resize; unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype drift between train/eval vs DeepSpeed ZeRO3 deque error; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; distinct model-specific problems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d placeholder vs partial-batch pipeline bookkeeping; unrelated bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained files vs Qwen3.5 MoE from_pretrained error; different loading/saving paths." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training vs Adafactor OOM in DeepSpeed; unrelated training issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation state update bug vs attention-kernel divergence under torch.compile; not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Kernel branching bug vs docstring typo; clearly different." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns clean-up spacing behavior and the other wrong token IDs for Granite models; different underlying bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL symbol export; different imports and causes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs add_special_tokens/BOS-EOS regression; same broad area but not the same concrete issue." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions around v5, but one is clean_up_tokenization_spaces and the other is codec handling/fix_mistral_regex warning; not mergeable as one bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but the affected tokenizer behavior and likely code paths differ." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve vs auto-docstring annotation handling; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs docstring parameter-name mismatch; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code meta-init incompatibility; different multimodal/model-loading bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer arguments ignored vs documentation parameter mismatch; different severity and code path." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading issue vs continue_final_message behavior for mistral_common tokenizers; same area but not the same underlying bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug vs missing tensor-parallel plan; unrelated Qwen model issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error vs optimizer step called twice under DeepSpeed; different mechanisms." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump problem vs dummy-class cleanup; unrelated maintenance issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 40, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:44190|issue:46082", + "issue:30333|issue:36331", + "issue:45071|issue:46082", + "issue:43479|issue:44869", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:43873|issue:44945", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43479|issue:43644", + "issue:44373|issue:44485", + "issue:44483|issue:45406" + ], + "prepared_review_unit_hash": "0936a506bdf9d219fe04926b43daad73ce9d77d403d1c94bead725286161ec15", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37061, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of unrelated Transformers issues; the soft pairs do not look like duplicate bug reports or the same fixable change, so all suggested merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44483 is the clearest high-severity user-facing regression in this set and the best single anchor, though the cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44483 is concrete, impactful, and well-scoped compared with the rest, which span unrelated imports, configs, serialization, training, and model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: Pegasus output drift vs AttentionInterface.register changing a function wrapper's behavior." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend and a nonexistent image_utils import are separate import-path failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained on MoE models and tokenizer_config tokenizer_class mismatch are unrelated save_pretrained bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "One is a bad import from image_utils; the other is leftover dummy PT classes leaking into dir(transformers)." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version/backend compatibility is not the same bug as an invalid image_utils import symbol." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are different code paths and symptoms." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata and DeepSpeed optimizer-step behavior are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related but not the same defect." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs and a model-loading regression are distinct issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained file emission are different failures." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit overflow and AttentionInterface.register behavior have no shared underlying bug." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job status handling and CustomTrainer.compute_loss signature breakage are separate training issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim rejection." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper word-timestamp decoding are unrelated model-specific bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLflow reporting and output embedding reinitialization after resize are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "A missing PyTorch import and MLflow reporting on failed jobs do not share a code path." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute and Moonshine streaming mask off-by-one are different video-model bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different dependency breakages." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported feature extractor arg and auto_docstring future-annotations crash are separate failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids and sliding_window_mask_function off-by-one affect different model components." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions and FP8 inference on B200 are unrelated regressions." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and long-OCR index errors have no common root cause." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size defaults are different save_pretrained concerns." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in a MoE indexer and meta-init incompatibility for old checkpoints are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access and processor.save_pretrained missing files are different serialization bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Incorrect multimodal config defaults and junk non-persistent buffers are not the same initialization issue." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mistake for position_ids is unrelated to GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are separate API failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44464", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46305" + ], + "soft_pairs": [ + "issue:43761|issue:46082", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:44263|issue:44360", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:44368|issue:46305", + "issue:42886|issue:43066", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:44117|issue:44704", + "issue:43550|issue:46132", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "ba28c4cd3805fc07b9a7beed68af87d21d705c47aa06a78ccb5f82bdb3bb4f02", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly unrelated issues across different models, APIs, and regression types. None look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and does not converge on one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduping; the items span many distinct regressions and import/config problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different bugs in different areas: CLIPVision hidden states vs Llama head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and Gemma eos_token_id mismatch are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model-specific save/init regressions with no shared concrete code path." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized saving, but they target different mechanisms and model families." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "VL chat-template padding crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different DSA/indexer defects; one is torch.split handling, the other is missing ReLU." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization bug and Moonshine streaming mask off-by-one are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degradation with flash_attention_3 and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence bugs in different model families." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different causes." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing exports; no evidence they are the same underlying import bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model/runtime regressions with no shared code-path evidence." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a tensor-splitting bug; the other is a docstring issue." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and models." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model save failure are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to the streaming mask off-by-one." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are distinct tokenizer issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and Qwen3_5 image loop are different bugs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import failure is not the same as broad v5 import errors." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Non-persistent buffer junk and classification-head NaNs are different initialization bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling and AutoProcessor kwarg forwarding are separate from_pretrained issues." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and DSA torch.split behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 42, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "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:45245", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45593", + "issue:45600", + "issue:46326", + "issue:46328" + ], + "soft_pairs": [ + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43232|issue:45593", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43408|issue:43475", + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:43122|issue:44514", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43232|issue:45245", + "issue:43122|issue:44521", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:44279|issue:46328", + "issue:45216|issue:45478", + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:39401|issue:44521" + ], + "prepared_review_unit_hash": "7c91b5b3866f92d69bc579c55baf2f8dc266eace8bca90cc3e9077cce57736df", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated tokenizer, loading/saving, multimodal, and model-specific bugs. I don\u2019t see any soft pair that clearly shares the same underlying defect closely enough to merge.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43122 is the most general, core tokenizer-regression report in the set: it describes a concrete versioned behavior change and is broader than the many model-specific loading/saving/import issues around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue because it captures a reproducible tokenizer correctness regression across versions, which is the closest common theme in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and subsystems: Sentence-Transformers loading hang vs MacOS CLIP bus error." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer/read error; the other is a tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to apply_chat_template crashes on tool-call messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save_pretrained failure and pipeline-parallelism output corruption are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizer loading, but the reported failures and tokenizer classes are different enough to be distinct bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to a docstring problem for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models is not the same bug as invalid GenerationConfig handling." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and a broad import breakage after upgrade are not the same concrete defect." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-video-related, but one is a model-type warning and the other is a missing attribute in vision outputs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different implementation bugs; no shared code-path evident." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError is unrelated to auto_mappings CI breakage from removed configs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label empties are unrelated to mm_token_type_ids defaults in Gemma 4." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model saving failure and multimodal model loading failure are distinct bugs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression across versions and a batched apply_chat_template padding crash are different concrete behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 degenerate training." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexer has nothing to do with GLM-5 RoPE implementation details." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer class mismatch in save_pretrained are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state update bug is unrelated to the 2^24 category-count limit error." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Versioned tokenization change and all-zero assistant masks in multimodal templates are different issues." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Added-token spacing bug is unrelated to Sentence-Transformers loading getting stuck." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained failure is not the same as gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe incompatibility and position_ids buffer read error are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different internals; not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained moe bug are separate model/runtime issues." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency issue is unrelated to SequenceFeatureExtractor.pad performance behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained checkpoint regression and from_pretrained load error for Qwen3.5 MoE are related in area but not clearly the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and inability to load cjvt/sleng-bert are different failures." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenizer-version regression and continue_final_message on mistral_common are distinct bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping correctness and multimodal assistant mask generation are different tokenizer/template problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 43, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:42831|issue:44297", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:44625|issue:46002", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:38617|issue:45278", + "issue:42175|issue:44938", + "issue:44117|issue:45588", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "1dd1244e75b12f496dd93dd5ae1f0f016907f5ddcca8274884fdf3e914950b06", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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 a loose collection of unrelated Transformers regressions (imports, tokenizers, model-specific bugs, packaging, and docs). No soft pair looks like the same concrete underlying bug, so none should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report here; it captures the general upgrade/regression theme and can accommodate several import-related failures better than the narrow model- or API-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative because it is the most general and likely to attract/organize follow-up reports about the v5 import breakage class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`) and likely different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "One is a `sentence-transformers` import `NameError` from a missing `nn`; the other is a PyTorch version-check problem in flex attention. Different failures." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "`transformers.onnx` missing is an import/package issue; the added-token spacing bug is tokenizer behavior. Not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Package import failure vs slow/fast tokenizer inconsistency; these are distinct issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/modules (`huggingface_hub` vs `transformers`) and unrelated symbols." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "`embed_tokens.weight` loading in UMT5Encoder and `cached_file` kwargs passing in AutoProcessor are separate from_pretrained/processing problems." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (`decoder type` vs incorrect outputs/offsets)." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files and a documentation typo are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with `base_model_prefix` and NaNs in classification heads are different code paths and failure modes." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is invalid `GenerationConfig` while the other is RoPE implementation behavior; not the same underlying bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior warning/settings and a missing image-processor method are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and tokenizer save_pretrained metadata mismatch are distinct." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression and flex-attention import/version check are different compatibility issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is save_pretrained visual-key serialization and the other is from_pretrained loading; related family, not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3-VL/Qwen3.5 MoE regressions, but they target different model variants and failure modes." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug and pipeline translation support message are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation mismatch and Qwen3_5 infinite-loop behavior are separate model-specific issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification-script output failure vs SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper behavior in qwen3_omni_moe is unrelated to the flex-attention import/version issue." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale generate() warning are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing `transformers.onnx` import and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer problems." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling being ignored and Gemma4 causal-mask behavior are different model/backend bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both involve import breakage after a version change, but one is a specific missing symbol and the other is a broad report of many import errors; not the same concrete failure." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend extras issue vs Python 3.14 loading failure; different compatibility surfaces." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention `s_aux=None` crash are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but they affect different models and symptoms; no evidence they share one code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 44, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:43381|issue:44945", + "issue:43064|issue:43673", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:42222|issue:46178", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:44117|issue:46328", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "8bf109cd363944c47ea3002a5819132327c87a73ec54bf9013b47249f99552a2", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35815, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly separate v5 regression reports across tokenizer, model-loading, training, and backend/dependency areas. None of the suggested soft pairs look like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43122 is the best anchor for the cluster: it is a concrete, version-bounded tokenizer regression report and has inbound references, making it more representative than the vague or highly niche items.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 is the clearest cluster representative because it describes a real user-facing regression with a specific before/after version boundary and enough discussion/references to serve as the canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed training optimizer-state corruption is unrelated to missing generation cache during chunked prefill." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs reference cleanup and a PyTorch version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug vs missing torchvision error when loading a video model; same broad area but not the same concrete defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation failures with different symptoms and likely different root causes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weights behavior is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency minimum-version bump is unrelated to an import version-check bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3 threading and dtype mismatch in inference are unrelated problems." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patch crashes are different loading-path bugs." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs noisy logging; not the same underlying issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5-MoE from_pretrained failure are distinct model-loading/architecture issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to save_pretrained checkpoint corruption." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights argument and PretrainedConfig type-checking are different compatibility failures." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime special-token post-processor updates are different tokenizer bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warning and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading bug and a docs parameter-name typo are not the same issue." + }, + { + "left": "issue:44483", + "right": "issue:45310", + "accept": false, + "reason": "Generic chat/completions request rejection is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are different validation failures." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization output are related only broadly, but not the same concrete defect." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." + }, + { + "left": "issue:44117", + "right": "issue:46328", + "accept": false, + "reason": "Tokenizer mapping and sequence feature extraction performance are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific model load failure and a broad import-error regression report are not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer arguments ignored and optimizer step being called twice under DeepSpeed are different optimizer bugs." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing-TensorFlow backend error are unrelated subsystem failures." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A warning during bfloat16 compilation and incorrect loaded dtypes in BLIP2 are different symptoms and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 45, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43673", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46172", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:42371|issue:44261", + "issue:44188|issue:46328", + "issue:44913|issue:46328", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43012|issue:43408", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:42371|issue:42831", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43673|issue:46328", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315" + ], + "prepared_review_unit_hash": "bd4ff925f378d11d5012e96061d43423c98b4638529c0d6bfba7115ed056a63c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37496, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated Transformers issues; the soft matches are largely superficial keyword overlap rather than true duplicates. No PRs are present. If a single issue must anchor the cluster, issue:43097 is the most representative due to its concrete versioned regression and clearer cross-reference signal.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43097 is the strongest anchor among these: it describes a concrete v5 regression, has inbound references, and is more broadly representative than the model-specific or warning-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best overall triage candidate because it has the clearest, user-visible API/regression framing and is easier to map to an upstream fix than the narrower bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen-family model loading, but one is a missing projections bug and the other is a from_pretrained mismatch; different code-path failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32-setting guidance is unrelated to an MLA layernorm precision/config bug; same general numerics theme, not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "One is torch.compile attention-kernel branching, the other is a padding performance inefficiency; different subsystems and symptoms." + }, + { + "left": "issue:44913", + "right": "issue:46328", + "accept": false, + "reason": "GPTNeoX config reload behavior is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and broken VitPose model loading are unrelated issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing config symbol is not the same as a speech feature-extraction bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both mention config/key compatibility, but one is an explicit removed-API regression and the other is unexpected position-id keys; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking regression are different API failures." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "GLM46V image processor method absence is unrelated to MLA q_a_layernorm precision drift." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in a DSA indexer is not the same as the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is unrelated to an undefined TF backend caused by installing tensorboard without TensorFlow." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leakage across dataloader threads and Qwen3.5 flash-attention generation failures are different runtime problems." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The latter is only an isolated reproduction of another issue; its title gives no indication it matches the VRAM leak in 42673." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 precision warning during compilation and a model-type mismatch warning are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split indexing behavior is unrelated to the deepseek-v4 transpose/dtype issue." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer does not match the deepseek-v4 comb transpose bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size policy questions and Qwen3.5 MoE loading errors are different concerns." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral model-specific failure and the other is degenerate training under FA3; not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Weight-shape mismatch during model loading and a Qwen3-VL-Moe bug are separate model-specific issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and PreTrainedConfig type checking are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings are not the same as a FineGrainedFP8 accuracy bug, even though both involve numeric precision." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API and gguf_file loading failures affect different paths." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing image_utils import and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is different from a specific model-loading failure on transformers>=5.1.0." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning and tie_word_embeddings warning are different config warnings with different causes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing GLM46VImageProcessorFast method and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache absence during chunked_prefill is unrelated to a SequenceFeatureExtractor padding optimization." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallelism output errors are separate failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision and max_shard_size defaults are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3 divergence from remote implementation is not the same as the deepseek-v4 comb transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config attribute and broken quantized save/load via sinq are different regressions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config API removal and flash_attention.py crashing on s_aux=None are unrelated code paths." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption under FSDP2+PEFT is unrelated to Liger Kernel not being applied with model_init." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 46, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43792", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:44964", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:45859", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298" + ], + "soft_pairs": [ + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:45341|issue:45859", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44964|issue:45341", + "issue:44261|issue:44485", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43986|issue:45372", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43208|issue:43550", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178" + ], + "prepared_review_unit_hash": "c154921052a73134a020fffaf31d856dca4446a4dbad43c2827511f46ee4f71d", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37692, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft-similarity pairs mostly share superficial wording (imports, warnings, Qwen, testing_utils) but do not look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs, import errors, model-specific regressions, and testing utilities, so there is no single representative duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster does not form a coherent duplicate set around one defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs in different model families: VRAM leakage in Qwen3ForCausalLM threads vs Gemma 4 text-only token type defaults." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for unrelated missing symbols in different packages and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken argument collision; the other is tokenizer mapping returning None during from_pretrained. Not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3, but one is missing attention projections and the other is a config field being dropped; distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen3 model issues with different failing components and symptoms; not one underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch when loading a multimodal model is unrelated to missing projections in qwen3next." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline-mode network access and a missing embed_tokens.weight on load are separate loading problems." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing_utils bug is unrelated to a Qwen3 rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but for different missing APIs and different packages." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config attribute and a quantization/offloading bug are not the same change or failure mode." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "A model loading regression is unrelated to a utility-file bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "These concern different model math/configuration issues: RMS norm epsilon vs RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Cached-file kwargs forwarding and an auto-docstring annotations crash are unrelated code paths." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision during processor loading is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure is unrelated to a testing utility bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor-loading import/dependency problems, but they involve different missing dependencies and different models." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction of another issue; there is no evidence it matches the tokenizer-decoder bug described by 43066." + }, + { + "left": "issue:42907", + "right": "issue:44368", + "accept": false, + "reason": "Saving dequantized models and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility cleanup and a flash-attention AttributeError affect different subsystems." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug is not enough to equate it with the specific xdist captured_info.txt race." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failures are distinct model/runtime issues." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor loading without torchvision is unrelated to a testing utility bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing model weight and a question about default shard size are not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during bfloat16 compilation is unrelated to a Bamba SDPA compile failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is an incorrect pipeline error message; the other is inability to save Pipeline objects. Different problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are separate warnings with different causes and affected model configs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is a repo hygiene/dummy class issue; right is an unspecified logging message." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A dequantization save bug and an infinite loop on a specific image are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config field and a noisy logging message are not the same issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 being broken and a DeepSeek v4 tensor operation bug are unrelated model-specific failures." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime failure and a partial-batch pipeline flag bug do not share a concrete code path." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "A Python 3.14 load failure is unrelated to a backend mapping error for tensorflow_text." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 47, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43937", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46172", + "issue:46209", + "issue:46298" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:44625|issue:46077", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43502|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:36683|issue:43881" + ], + "prepared_review_unit_hash": "ab5105be5c27f0a8a132796d16f03a6eb3e440facd406d21e39d1bcd4ef932d0", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bag of Transformers regressions and import errors sharing only superficial themes like loading/saving, chat templates, or v5 breakage. None of the soft pairs look like the same underlying bug/change, so I rejected all merges.", + "confidence": 0.49, + "canonical_issue_reason": "issue:45698 is the broadest and most actively discussed item here, centered on a general from_pretrained/save_pretrained loading regression rather than a narrow model-specific or API-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue because it targets a core serialization/loading path and has the most discussion, making it the strongest anchor for this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat-related workflows, but one is an OpenAI-style /v1/chat/completions request handling issue and the other is a Qwen processor crash on batched apply_chat_template; different code paths and failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE/FP8 saving or loading, but one is save_pretrained failure and the other is from_pretrained regression; not the same concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated subsystems and symptoms: xLSTM training bugs vs BeitImageProcessorFast reduce_labels returning the wrong shape." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both touch compilation, but one is a PyTorch warning for bfloat16 compilation and the other is a hard flex_attention failure on torch>=2.9; not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Import warning on local path parsing vs a compilation warning; no shared bug or code path." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages/modules; not a duplicate." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Breaking CI from removed Sam3LiteText config references is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed utility vs API calls happening despite local_files_only=True; distinct behavior and fix." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Model loading/module resolution after save_pretrained is unrelated to a deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen3-VL-Moe-related, but one is a generic v5 breakage and the other is FP8 inference support; different underlying issues." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat-template-like flows, but one is request acceptance at /v1/chat/completions and the other is apply_chat_template crashing on assistant tool-call messages; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling being ignored by SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate output fields and code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and state_dict-sorting load failure are different loading bugs with different triggers." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type and FP8 inference failure on B200 are unrelated issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resizing and the other is attention-mask construction; not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is different from Pipeline.save_pretrained failing; similar surface area, different object and failure mode." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to pipeline serialization failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masking are separate model/config bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different transformers/huggingface_hub modules." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gating for NemotronHForCausalLM is unrelated to GLM-5 GenerationConfig validation." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load error and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention mask behavior and LlamaConfig head_dim validation are unrelated configuration issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unexpected network requests with local_files_only=True is unrelated to a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are different model config regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions and incorrect Qwen3.5 save_pretrained checkpoint content are not the same code-path problem." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute regression and MoE load-balancing loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config missing vocab_size and glm-4v-9b loading failure are different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 48, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43867", + "issue:43906", + "issue:43976", 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The soft pairs share broad themes like attention backends, loading, or test flakiness, but none look like the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44380 is the clearest, well-scoped bug in the set and the closest to a representative regression; the others are mostly model-specific, version-specific, or unrelated subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the best single issue to anchor the cluster because it has a concrete code-path regression and is more representative than the more niche or orthogonal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both mention attention, but one is GPT-2 backend scaling and the other is AttentionInterface.register behavior; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated repro of an old 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"accept": false, + "reason": "Nemotron FlashAttention support and Qwen3.5 MoE from_pretrained error are unrelated bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 IndentationError in DebertaV2 are different import-time problems." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict sorting load error is unrelated to Gemma pipeline roundtrip failure on the \u2581 token." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss classification bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "These are different backend/model regressions: Nemotron FA2 support vs GPT-2 attention scaling." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Model load ordering issues are unrelated to a missing Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "A missing config attribute on Gemma3 is not the same as TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention, but CLIP attentions not being assigned is a different regression from GPT-2 attention scaling being ignored." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup causing slower imports is not the same as a general intermittent import slowdown report." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Embedding-tie API removal and Nemotron FlashAttention support are unrelated issues." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test/CI failures, but one is missing set_seed in a model integration test and the other is a pytest-xdist file race." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed optimizer-state bug is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are both Python-version reports, but they point to different version ranges and likely different causes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict sorting/load failure is unrelated to incorrect visual-encoder keys in save_pretrained." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM on Qwen2-57B are different problems." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Distributed training optimizer-state corruption is unrelated to saving Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both concern CLIP model structure/outputs, but one is attentions assignment and the other is .text_model structural inconsistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetr float16 AMP crash are different model/runtime bugs." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained and Python 3.14 load failure are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP output attentions regression and Qwen3.5 flash-attention generation failure are different model-specific issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU concern is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network behavior and AddedToken keyword duplication are unrelated loading/tokenizer bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ integration test and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Two CI/test failures, but they are different tests with different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ seed flakiness and broken auto_mappings references are unrelated CI issues." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and missing tensor-parallel plan are different issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken transformers env command is unrelated to AttentionInterface.register behavior changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 49, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "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:43299", + "issue:43502", + 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"issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:33453|issue:36296", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "f57689b9ce12bd3b3205c1199d3c3a93edc29bc7987aaeaa41a46b9f2320641d", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37616, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not a true duplicate cluster; they span many distinct Transformers v5 regressions, import errors, loading failures, docs issues, FP8 problems, and tensor-parallel bugs that only share a broad theme.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target here; the set is too heterogeneous, with only a broad \u201cv5 broke many things\u201d theme in common.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella title for the cluster, but it is too vague to serve as a precise canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (PreTrainedModel vs HybridCache), so they are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "One reports errors with compiled Python files; the other reports a large slowdown after upgrade. Different failures." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Tensor-parallel `_tp_plan` support and a Qwen3.5 MoE `from_pretrained` load error are related in model family, but not the same concrete code-path bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory/OOM regression is distinct from failure to reload a v4.57 checkpoint after upgrading to v5.2/v5.3." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs and tokenizer-loading regressions are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "One is about missing tensor-parallel plan metadata; the other is about a missing config field silently dropped by strict serialization." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A `no_grad` decoration bug on cache/layer updates is not the same as a broad set of import errors after version upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang in Sentence Transformers is unrelated to documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reloading after upgrade are both load failures, but not the same specific defect." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "`local_files_only=True` still making API calls is a networking bug, not an FP8 `save_pretrained` bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "The cache/layer update bug is a concrete fixable path; the other is only a vague umbrella complaint about many models breaking." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "`@torch.no_grad` on update methods and a warning about `tie_word_embeddings` are different issues." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "An FP8 accuracy regression and a missing image-patch helper causing an AttributeError are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only` network leakage is unrelated to the placeholder/garbled issue title." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failure and tensor-parallel training behavior are different subsystems and failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors are not the same as `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning `pipeline()` is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files and saving pipeline objects are different code paths and problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application under `model_init` and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading failure are different concrete bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but for different model families and different failure modes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing `huggingface_hub` symbol import is unrelated to the broken `transformers env` command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env command breakage and config type-checking are separate issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The `env` command issue is not the same as an import error for `Qwen2_5_VLForConditionalGeneration`." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error from `configuration_utils` are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder issue title is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 model save/load corruption and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different requests." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application under `model_init` is unrelated to FP8 inference failures on B200." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) indicate separate export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mentioning `return_all_scores` are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast `reduce_labels` behavior are different problems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from `processor.save_pretrained(...)` is concrete; the other item is too vague to match any specific bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 50, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "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:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "b5d2487ef8d3ef667e3d173615602281197d5a0c6cc15d6e39b0b70e39895c6f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38789, + "estimated_input_tokens": 9698, + "estimated_eval_tokens": 19652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regressions, model-specific failures, and a few docs/config issues. The strongest representative issue is the broad v5 breakage report, but the soft pairs mostly describe different concrete bugs and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared theme of v5 regressions breaking many models, so it best represents the cluster at a high level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most actionable representative because it describes a concrete upgrade symptom (many import errors after moving to v5.5.0) while still matching the cluster\u2019s overall regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/runtime problems, but one is lazy-loading behavior and the other is a TensorBoard/TensorFlow backend error; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same broad Qwen3/MoE area, but one is a Qwen3-VL bug and the other is missing tensor-parallel metadata; not the same fix." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import-related, but one is lazy loading and the other is unsafe sys.modules access; distinct underlying issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different symptoms and subsystems: Qwen3-VL multimodal output issue vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "A feature/support request for fp8 inference is not the same as asking for a weight conversion script." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: docstring typo for position_ids versus an unrelated placeholder issue." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is bounding-box hallucination/error and the other is an infinite loop on a specific image; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one breaks the transformers env command and the other breaks checkpoint reload after upgrade." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute bug is too different from the broad 'many models break' complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-performance regression from import * usage is not the same as a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 upgrade incompatibilities, but they affect different model/loading paths and are not one concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig attribute regression versus a broad v5 breakage report; too different to merge." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a model-specific failure, not the same underlying issue as the generic v5 complaint." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both touch imports, but one is import-star performance and the other is a missing exported model symbol; different fixes." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Importing transformers slowly and lazy loading not working properly are related at a high level but not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different areas: model-type mismatch warning versus Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both mention kwargs passing, but they are different APIs and code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error for Nemotron is unrelated to Qwen3-VL bounding-box behavior." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a specific serialization bug; the other issue is too vague to match it." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to the Qwen3-VL multimodal bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a distinct model state/buffer bug, not the generic placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs propagation and PretrainedConfig type checking are unrelated bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown and missing HybridCache export are both import-related but not the same underlying problem." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Performance-heavy import behavior is unrelated to a small testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is about import errors after upgrade and the other is a generic 'many models break' report; not one concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to a typo in cache strategy docs or code." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is kwargs passthrough and the other is attention-interface usage; different fixes." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A specific multimodal token-counting AttributeError is not the same as a broad v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and symptoms: Qwen3-VL output bug versus Qwen3.5-Moe from_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy and tied-weight key AttributeError are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9 compatibility and a missing Qwen3_5ForCausalLM import are unrelated failures." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs behavior." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion around input_ids/past_key_values does not match a tokenizer-loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star slowdown and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different training-path issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo have no meaningful overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 51, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43827", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "b9618afd4e36275691461d9b89f35ac4e9cd9c223ae110fac97b77c5a37af8f6", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 39952, + "estimated_input_tokens": 9988, + "estimated_eval_tokens": 20232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose semantic similarity around Transformers v5, model-loading, and tokenizer/config regressions rather than true duplicates. I would not merge any soft pair; the safest representative issue is the broad v5-breakage umbrella report.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set; it captures the general v5 regression theme that many of the other reports orbit, even though it is still too vague to be a perfect duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster representative because it is the most general user-facing report of widespread v5 breakage, which is the closest common thread across the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Save-pretrained pipeline serialization and tied-weight-key attribute handling are different code paths and failures." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer missing ReLU is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are different failures with no shared code path." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline-docs-after-v5-removals and a cache-strategy typo are not the same underlying bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a tensor transpose issue are different model implementation problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwarg handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf and a VRAM leak in multi-threaded loading are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion around forward args does not match a concrete model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and confusing forward documentation are different issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are unrelated model implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in dataloader threads is unrelated to a RoPE implementation bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio model continuous batching support and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage is too general to equate with a specific Qwen3_5 import error." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Accidental network requests with local_files_only and Qwen3VL timestamp math are different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in a processor is not the same as missing files from processor.save_pretrained()." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp logic and dataloader-thread VRAM leak are distinct bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling and audio positional encoding are different issues." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing config.rms_norm_eps and Gemma-4 audio positional encoding are not the same code path." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 import failure are both import-related but not the same symbol or fix." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gating and a module import error are different problems." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 changes, but one is broad behavior drift while the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to the placeholder issue titled Unemployment." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash and apply_chat_template tool-call crash are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config does not match tied-weights-key list handling." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and the unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type and the unrelated placeholder issue are not related." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and a missing import symbol are different failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "The placeholder issue has no meaningful relation to a Qwen3_5 import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs and slow from_pretrained checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained regression are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are only broadly similar, not the same issue." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated implementation concerns." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint mismatch in ModernBERTConfig is unrelated to tokenizer regex warnings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 52, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "dccbe49a0db64d8f40d9dda8ee189ba180a9d14519a66878d431e8821e532f2c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845096, + "estimated_input_tokens": 211274, + "estimated_eval_tokens": 422804 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6639, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates; the cluster is heterogeneous across unrelated model bugs, config/type issues, a typo, and tokenizer warnings. No soft pair looks like the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents this cluster because the topics are unrelated. If forced to pick the broadest functional bug, 43240 is the closest, but it is not a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "43240 is the strongest standalone issue for triage because it describes an actionable runtime bug in a core loss path, unlike the narrower config/typo/reporting items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs: Mask2Former ignore_value handling vs kwargs not forwarded to loss calculation. No shared codepath or concrete duplicate behavior." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding is unrelated to RoFormer attention-interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and symptoms; one is a loss/ignore_value bug, the other is an attention API integration issue." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss handling and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "A kwargs-passing bug in loss calculation is not the same as an incorrect type hint in ModernBERTConfig." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are separate metadata/code-quality issues: type hint correctness vs a typo in a symbol name." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm behavior is a model-implementation question, not the ModernBERT norm_eps type hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different concerns: a runtime ignore_value bug versus a type annotation mistake." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "11ba899bfd1988c607b44b0b9a82166bdc6163b147fea35b54917beccef74186", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set: the three issues cover unrelated topics (token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets). None of the soft pairs should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #10519 is the clearest, most concrete feature request in the cluster and is the best anchor only in the sense of being the most well-scoped item; it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the strongest standalone issue: it has a specific, actionable request about truncation direction and clear parameter context. The other issues are unrelated and less suitable as a cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problem domains: truncation strategy for token inputs versus extracting word time offsets from Wav2Vec2. No shared code-path or concrete bug overlap." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: text truncation direction versus ReduceLROnPlateau-like scheduler behavior. They do not describe the same underlying change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "One is about learning-rate scheduling logic, the other about speech model alignment/time offsets. These are clearly distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "034f022a674ebc0e0d160ef3eb5703ff90a6bfc2163dcbcafdadfaed3c4954e5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like true duplicates. One is about Tapas tokenization behavior, one about the error message for private-model downloads without login, and one about failure to load bert-base-uncased. The latter is the broadest and most central, but the overlap is only superficial.", + "confidence": 0.72, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster because it describes a general model-loading failure, whereas the other two are about a specific tokenization mismatch and a specific auth/error-message case.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best single issue to keep as the cluster anchor since it is the most general user-facing loading problem; the others are narrower and clearly refer to different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different bug from a model-loading failure; they do not appear to share the same underlying code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download auth/error-message behavior is a distinct scenario from failing to load bert-base-uncased, so these are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "df54e4b1b59438a43e1aa75fea0e57ad0a4f77e70e4e54832bde72459e0a93dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "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 feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only a broad theme and are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue #26350: Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "issue #33260: Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different underlying feature requests targeting different code paths and integrations; the shared phrase 'more architectures' is too broad to treat as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "3e864c8cfdce97503f5162a1101a1ffdd593f94203bfe54d644813bcc595ab45", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly separate i18n translation requests, but it contains two clear duplicate subgroups: three identical generic template issues and one exact Thai-title duplicate pair. I would not merge the language-specific issues with those subgroups.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43834 is the earliest of the identical generic-template translation issues and is the cleanest representative of the only larger duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue representative because it is earliest, canonical-looking, and part of the most clearly duplicated set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; only similar by template wording, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic placeholder translation request; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request and generic template issue are different translation tasks." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; these are separate translation requests, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request does not match the generic placeholder issue; different underlying task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request vs. generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request and generic placeholder request are not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issues." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request; similarity is only at the template level." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different issue content; not enough to treat as the same request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian docs translation and Thai-titled issue are unrelated." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same exact generic placeholder title and near-identical issue shape; looks like a duplicate submission of the same translation template." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical title and highly similar body/template indicate the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs. Thai-titled issue; not clearly the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence they refer to the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic template title; these are duplicate issue submissions." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No clear evidence the generic template issue and Thai-titled issue are the same." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; only superficial similarity." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue and Thai-titled issue are not the same underlying bug/change." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no shared concrete target." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and matching body size strongly indicate duplicate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three generic placeholder issues share the exact same title, and the Thai-titled pair also has identical titles and body length. The non-duplicate verdicts between language-specific issues and these subgroups are conservative given the limited evidence. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "382c16632106b1e1557d7216f206547eca36dee4c4a4d5a8fe24f6ad00855436", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose set of model-request issues across many unrelated architectures and modalities (BERT variants, CV models, audio/speech, OCR, transformers). They are semantically similar at a high level but not the same underlying change, so there is no true duplicate anchor and no PRs to compare.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a true duplicate target; the items are mostly distinct model-addition requests rather than the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the most central node in the similarity graph, but only as a representative of the audio/speech request subset\u2014not as a real canonical duplicate for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different architectures/modalities." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate CV model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio: different tasks and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detection model vs weight-sparse transformer request; not the same change." + }, + { + "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": "RF-DETR vs Qwen3-TTS: distinct model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer; unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different architectures and request types." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like but separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR: different targets." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS: different model families and tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same code-path change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both are BERT-related, but they request different model families and features." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different tasks and implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support vs weight-sparse transformer: unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Two TTS models, but different concrete models and likely separate integration work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE target different model classes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText; not the same change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer are different implementations." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS: same broad speech area, but different models and code paths." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different domains." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "Both are vision-language related, but EUPE and TIPSv2 are distinct model proposals, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "9a4d98ec567b2bd946dc344a65723a5567aaf848c6fd3cc1b24db87f79179dce", + "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 unrelated: one is about enabling block decoding, while the other requests DeepSeek v3.2 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": "Neither issue is a good canonical representative because they target different features/problems with no overlap in scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: block decoding vs model support for DeepSeek v3.2. No shared code-path or concrete duplicate behavior is indicated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "52e2e9669865109e3c88be0c3b2fe0ff9cef675dcc2ee70f71dbd5e5bd6c6308", + "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": "The two issues are thematically related to Trainer customizability, but they describe different problems in different code paths: one about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If one must be chosen as the representative issue, #43598 is the better fit because it directly concerns Trainer behavior/customizability; however, it does not cover the FLOPS-estimation problem in #43600.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the more central/general issue in this small cluster, but it is still not a true superset of #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related by theme, but not the same underlying bug: #43598 is about `remove_unused_column` customizability, while #43600 is about estimating FLOPS for custom trainers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "ea27712a6b42066d5e5989d6e97c7a1bbe56c66eddf1c559275abf7a58c198b7", + "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": "Related but distinct enhancement requests: one adds Qwen3-Omni registration to AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto-model heads.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, higher-level registration request, but it is not a duplicate of 44405 because the model family and target auto-classes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They touch different model/task code paths and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "fede1aece86d0ce1cfac34cfb33df7d7740af5f5a8902cacd0a9efae6ac26052", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to be low-information / likely spammy duplicate issues with generic titles. There is not enough concrete bug detail to safely merge any pair as the same underlying issue.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43859 is the slightly best representative only because it has the most activity, but none of these issues contains enough real problem description to be a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the most suitable issue to keep if one must be chosen, since it has discussion activity and is at least marginally more substantive than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared issue details beyond weak similarity; no concrete evidence they describe the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete body information tying them to the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Generic title overlap is not enough; the issues do not provide a shared bug description or target." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Even though the titles match, the bodies provide no concrete evidence of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad keyword only; insufficient detail to conclude these are duplicates of the same bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Matching generic titles are not enough without a shared technical description or explicit target." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "626018c5d05aa92824ce938d7a51637ad3601d8e836cc93b173cc0eccf7fbf90", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates of one concrete bug or change; they are mostly spammy or generic placeholders with no body/detail evidence tying them together.", + "confidence": 0.95, + "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 only spam placeholders with no description or target; superficial title similarity is not enough to imply the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: generic spam titles with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; no evidence they refer to the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Completely different titles and no body detail; not enough to indicate a shared issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request vs. spam placeholder; no concrete overlap." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete topic: spam placeholder versus a specific quoted-name title." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No meaningful evidence of the same underlying issue; titles 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": 12, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "d7f98b4ad2677b10270ff684761c8628b381de868a8ae32a3c11384e39079146", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar and likely related, but the evidence is not strong enough to call them confirmed duplicates. #45145 is the better canonical issue because it was opened first and already has an inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the earlier issue and already has an inbound reference, so it is the best anchor for deduplication discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it predates #45151 and has the existing linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles are identical and the bodies are moderately similar, but there are no explicit links, shared targets, or filenames; this supports a likely related/possible-duplicate relation rather than a confirmed same-underlying-issue duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-choice reasoning is grounded, but the cluster/soft-edge language is a bit too strong for the packet. The pair only has soft-similarity evidence with a moderate Jaccard score, so calling them \"near-certain duplicates\" and accepting the edge as same underlying issue overstates the evidence. A more conservative verdict would be that they are likely related or possible duplicates, not confirmed duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "33c9923270017b6566109b48727de562ca0ac1b30bbeaa25fc01ea45236b3f49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs, not duplicates: one is Gemma4/audio-module uint8 weight handling leading to a `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig.llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an AssertionError. They overlap only at a broad \u201c4-bit inference\u201d level.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue had to represent the cluster, 45674 is the more general/config-level regression and is phrased more directly around the failing behavior; 45672 is model-specific and narrower.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and code paths: Gemma4 audio-module `torch.finfo()` on uint8 weights vs `BitsAndBytesConfig` skip-module handling removing the default `lm_head` exclusion. Same broad 4-bit context, 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": 15, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "6f195e32dfb7fd2498d40ebbc254b311ea9d89546bc1c548b623a2e8bee2bace", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with superficially similar personal-name/date titles, but they refer to different individuals and do not describe the same bug or request. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a meaningful canonical duplicate target; they are separate, non-technical, name-only reports with no shared underlying problem description.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one, issue #45762 is marginally clearer only because it has a fuller name string, but it is not a good canonical issue overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Both are just different person-name/date titles and lack evidence of the same underlying bug or change; they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "2f37ca9f2afbbd031564320b9823ff02a9bca77a9e757a911f37122a5d294866", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated standalone entries with different names/dates and no shared context, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice because there is no evidence they describe the same bug or request; both look like separate, unrelated tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different subjects entirely; no shared description, targets, or repository context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "9b2e3a0937f7b1d00356dfccefe1cf8973ed98d9119e714ede3097ea61ed96a9", + "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 feature, while the other asks for FP8 training support. They should not be clustered as duplicates or merged into a single canonical item.", + "confidence": 0.97, + "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 head support vs FP8 training); no shared code-path or concrete underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "b3ea6e2aa179a13fa4c4365f7ee825ab3cca3e79291795d529fd4364f17c62e8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to split into one unrelated dataset item (45869), plus two likely duplicate pairs: 45870/45871 and 45872/45873. The duplicate evidence is fairly strong from identical titles and matching body sizes, but it is still only soft-similarity evidence, so the conclusion should remain tentative rather than exact.", + "confidence": 0.86, + "canonical_issue_reason": "45870 is a reasonable canonical issue for the DataForge example pair because it has the same title as 45871 and slightly more discussion activity, making it a better representative for that likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best issue to anchor deduping in this cluster: it sits in a likely duplicate pair with 45871, has slightly more activity than its twin, and 45869 is clearly separate while 45872/45873 form a second likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both mention financial/DataForge topics, but 45869 is a dataset bundle/free sample while 45870 is an example about time series prediction; different underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869 vs 45870: shared theme, but the artifacts describe different content and purpose." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and matching body length make these look like the same issue submitted twice, even though the evidence is only soft-similarity based." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "45870 is an example post about prediction, while 45872 is a request about a time-series + scraping service; related domain, but not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870 vs 45872: similar theme, but different request scope and title." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The example-prediction issue and the service request are different underlying items despite both being DataForge-related." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same reasoning as 45871 vs 45872: related theme, but not the same issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and matching body length strongly suggest these are duplicate submissions of the same service-related request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. The identical titles for 45870/45871 and 45872/45873 do support likely duplication, but the packet only marks these as soft_similarity and every pair has deterministic_accept=false, so calling them \"clear duplicate pairs\"/\"exact duplicate\" overstates certainty. The 45869 split is grounded, but the duplicate-pair conclusions should be phrased more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "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-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46344" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46344", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "e4c4cd8ba67e8b968c9b134117faf493fa759ec7877372abf737bd47e636be35", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40241, + "estimated_input_tokens": 10061, + "estimated_eval_tokens": 20378 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40241, + "estimated_input_tokens": 10061, + "estimated_eval_tokens": 20378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated one-off changes across different models, docs, and utilities. The only true duplicate pair is the two fixed_cross_entropy patches for issue 43240; everything else should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the cleanest representative of the only real duplicate cluster: it explicitly targets issue 43240 and fixes fixed_cross_entropy to pass supported nn.functional.cross_entropy kwargs. PR 43254 is the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest standalone PR in this set: it has an explicit issue link, a focused code-path fix, and matches the duplicate counterpart closely enough to serve as the canonical PR for that cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model/docs addition vs executorch dynamic-shape export testing. No shared bug or code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer API additions and executorch export tests are unrelated." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer missing methods vs adding a new MobileLLM model; different features and files." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness changes are unrelated to MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; no common bug or mergeable overlap." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix is unrelated to Mistral4 test/model updates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape tests and Mistral4 test fixes address different concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests are unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs config-resolution ordering fix; unrelated code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are different model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated; one is code, the other is tooling/docs content." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46344", + "accept": false, + "reason": "Mistral4 test fixes and VitPose graph-break fix affect different models and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests vs CLIP-family layrnorm renaming are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to chat response parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and TDT loss kernel integration are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix is not the same underlying change as adding the model-creation skill." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model code and a repo skill file are not the same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and cls.config resolution ordering fix are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs implement the same fixed_cross_entropy enhancement for issue 43240: pass supported kwargs through to nn.functional.cross_entropy in the same function/file." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate verdict for PR 43251/43254 is supported by the shared issue target and same-file same-function edit. The other pairwise rejects are conservative and do not overstate similarity; none of the non-duplicate pairs look mergeable as a single bugfix PR based on the provided diffs/titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 31, + "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": "d2eaae2095be5370dbf4bd6c459aee81932e81eaa54153afafcdbecf8ef1c33c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains one main VibeVoice implementation PR, one separate VibeVoice Realtime extension, and one unrelated Parakeet-RNNT PR. The shared auto-registration/docs files are due to model-family scaffolding, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:40546 is the core VibeVoice implementation, with the broadest scope and most review activity; the other PRs are either a later realtime variant or a different model family.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:40546 is the best representative PR for this cluster because it implements the base VibeVoice feature set and is the most complete, central change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are VibeVoice-related, but 42781 is a separate realtime variant with its own docs and acoustic-tokenizer additions, so it is not the same concrete change as the base VibeVoice implementation." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "These target different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-registration files are incidental and do not indicate the same underlying fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 31, + "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": "42493ff0d76000d7e707fb6b872cc8d7eb279355b7eb54afb7a300f34580be02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is not a duplicate cluster: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing features.", + "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:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes in unrelated subsystems (TimesFM forecasting vs DINOv3 image classification); they should not be merged or triaged as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 31, + "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": 31, + "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": "345fb7087d0771f037a7159449eefbd010ee4d9776df55b1381a31214c71f503", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are pull requests adding different new models (DeepSeek OCR, Isaac, Kimi2-6). They share the same repository scaffolding patterns, but they are clearly separate model additions rather than the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster: it has the highest review activity, a full model integration footprint, and is a self-contained model addition like the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the best single PR to anchor this cluster because it is well-developed and heavily reviewed, making it the most representative example of the shared 'add a new model' pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both add new models and touch similar auto-mapping/docs scaffolding, but DeepSeek OCR and Isaac are unrelated model integrations with different code paths and files; not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "These are separate model additions (Isaac vs Kimi2-6). Shared repository plumbing is expected for any model integration, but the concrete implementation and target model are different, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 31, + "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": "bd62e0cd5ad7235b22b28c77651e3da2d2b31922967e46f98da4066ff0e4816b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate workflow-maintenance PRs: one broadly upgrades GitHub Actions for Node 24 compatibility, the other updates Docker build actions to newer versions. They overlap in files but not in the underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, explicit GitHub Actions compatibility upgrade and touches more of the shared workflow surface.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 best represents the cluster\u2019s overall theme of CI action version maintenance, with the clearest scope and most general applicability.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action and a few related workflow actions. They are different maintenance changes, not the same concrete bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 31, + "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": "8c42d94eb5e099a8621dfdd825879dd68065c5b07a38d14c01b7f48ede4f2035", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-addition scaffolding with overlapping registration/docs, but each introduces a different model family and codepath. They are not duplicates of one another.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, Molmo2, and CTSM are distinct model additions with different implementations and targets.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a global dedupe representative here; the overlap is only broad infrastructure (docs/auto mappings), not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo); shared files are only docs and auto-registration scaffolding, not the same codepath fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions; overlap is limited to generic transformer registry/docs files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM address different models and implementations; no shared underlying bug or mergeable change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model releases with distinct files and behavior; similar names and shared registry edits are insufficient." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM only share broad model-registration/documentation patterns, not a concrete common fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated additions to different model codepaths; shared auto/model docs do not indicate duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "82afd1cf36450231f278b8b5666db7d8be288ab3f18de8550fb3314048bbdb11", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are not the same change: one is a Whisper tokenizer fix, one is a pair of test-only edits with placeholder asserts, and one is a larger FP8 dequant/loading fix. The similarity signal is superficial.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it contains the only clear substantive production fix and related test updates, whereas the others are unrelated test-only or Whisper-specific changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone PR to keep: it fixes a concrete code-path problem in FP8 dequant/loading and has broad implementation impact. The other PRs do not match that underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different targets and bugs: Whisper tokenizer decoding vs. CLIP/ViT test edits. The overlap is only that both touch tests or minor code, not the same underlying fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization decoding changes are unrelated to the FP8 dequant/loading fix. No shared code path or concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "43665 is just placeholder test modifications for CLIP/ViT, while 44815 fixes FP8 dequant/loading behavior. They are not mergeable as one 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": 9, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "b2b0ac18c4934fb53b42d6d1181df30a20ea987c4a073afcc3c746cc7278a6a0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly synthetic \"do not merge\" PRs used to probe CI, bots, or telemetry, but they do not line up as true duplicates of one concrete fix. The only close-looking pair still changes different test/CI paths, so I would keep the cluster split.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the broadest representative of the synthetic CI/OTEL test-migration group; it touches the main workflow/telemetry plumbing and is more central than the tiny test-only forks.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best single representative of this cluster because it is the most substantial and most clearly tied to the test/observability experiment theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are synthetic PRs, but they change different areas (setup/versioning vs workflow/test-diff display) and do not look like the same concrete change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Overlap is only in one shared test file; the rest of the diffs target unrelated setup, CI, and helper code paths." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "They are both bot/test harness exercises, but the edited files and intent differ enough that they are not the same underlying change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both are synthetic test PRs, but one is a broad CI/OTEL instrumentation tweak while the other only injects failing ViT tests; they are not the same code-path fix." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared test-file noise is not enough here; the surrounding workflow and helper changes indicate different synthetic experiments rather than 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": 10, + "component_count": 31, + "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": "d96ebd3bfb662b36d4fb6c4658550b46c70be796840d42bdde276d0088faeff9", + "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": "The two PRs are related multimedia segmentation feature additions, but they implement different pipelines and target different model integrations, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43612 adds promptable concept segmentation, while 43613 adds promptable visual segmentation; they are separate feature changes with different code paths and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader representative of the cluster because it includes the more extensive visual-segmentation pipeline integration across multiple model families and tests, but it is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. They touch overlapping docs/shared plumbing, but the concrete pipeline implementations, model integrations, and tests are distinct and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "dd312935a89f3d83416b3b216767aa9458adaad6b25f0325889fe04af85dbde6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs, but they are not duplicates: one is about CI/self-comment failure reporting, the other is about CircleCI test selection and includes unrelated test edits. The only overlap is an incidental shared test file.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43649 is the more coherent substantive change and the only one clearly aimed at a real workflow/reporting fix; PR 46301 looks like an unrelated CI/test-selection tweak with dummy failing assertions in tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 43649 is the best representative of the cluster because it has a concrete workflow change and a focused maintenance purpose, whereas PR 46301 is narrowly about CircleCI markers plus unrelated test file edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "Reject: these touch different code paths and solve different problems. 43649 changes self-comment CI/reporting behavior; 46301 changes CircleCI job markers and test files. Sharing a test filename is not enough to indicate the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "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": "a7cc09bd4853410e1ba2baf6364f1c290bfddf32518a9d4d2866e44203bf3386", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct Hugging Face Trainer PRs touching the same file but different code paths: gradient-accumulation loss scaling vs. signature-based column filtering. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement separate Trainer behaviors and do not appear to be the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplication purposes; neither PR is a duplicate of the other, so the cluster should remain split.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different Trainer extension points and different behavior changes: one alters loss scaling during training_step, the other factors out signature column filtering. Same file/subsystem only, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 31, + "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": "18a21bd5aa2a893db884d83b7088f6987053c619d2c28cd74e8f847ffd33c2bd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same NameError in `src/transformers/cli/serve.py` around `TypeAdapter` annotation evaluation; one uses postponed annotations, the other guards the import with `TYPE_CHECKING` and quotes the annotation.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader fix: it addresses the annotation-evaluation problem directly with `from __future__ import annotations` and related type-hint cleanup, covering the same runtime failure more generally.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the strongest single representative because it solves the same `TypeAdapter` NameError in the CLI in a more general way and fits the same code path as the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same underlying `TypeAdapter` NameError in `src/transformers/cli/serve.py` at import/annotation time. The second is a narrower variant of the same bug fix, so they are close enough to treat as duplicates or mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are about a `TypeAdapter` annotation-time `NameError`, and the described fixes are compatible as alternative ways to avoid runtime evaluation. The PR-pair mergeability claim is plausible and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request: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:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "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": "0fcba35f49907901723345e7d2c77bf125aff1a7ab0b827c5b6fb355b0cb395a", + "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": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-by-model refactors toward standardized output tracing; most pairs are not duplicates even when they share the same umbrella issue. The only strong duplicate group here is the GPT-J/CodeGen refactor lineage, plus the two GPT-Neo refactors.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen refactor thread: it is the later, more complete change set, explicitly tied to #43979, and covers the same concrete output-tracing code path as the closest near-duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest overall representative of the shared output-tracing migration work in this cluster because it directly addresses the targeted decorator-based refactor and subsumes the closest overlapping GPT-J/CodeGen changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same umbrella theme, but different concrete model code (CVT/FNet vs GPT-J). Not the same underlying bug or change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations; both are output-tracing refactors, but not the same code path or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066 is just the broader GPT-J/CodeGen variant." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and different concrete implementations; shared issue target alone is not enough." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen: same refactor pattern, but not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and different code paths; not duplicates." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; only the refactor style matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; unrelated model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same model/file path; one is the more minimal variant of the other." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model paths; same refactor family but not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths; 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The accepted soft edges are limited to the clearly overlapping GPT-J/CodeGen lineage and the GPT-Neo pair, which look mergeable as single bugfix PRs. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 31, + "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": "cf83942ee8d6b5529b7bd799d4ce9f86b95a9ed4890c3f1ed0ea2dab0c1c5a74", + "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": 17127, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific refactors to migrate output tracing to the standardized capture_outputs / can_return_tuple pattern. 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same high-level refactor name is not enough." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba output-tracing changes are unrelated to CodeGen's forward/cache signature refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone vs CodeGen are different models and code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated beyond broad refactor wording." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen have different APIs and fix scopes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different model stacks." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are separate code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models; this is only a shared tracing refactor theme." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are distinct model families." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are different composites and fixes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families; not one concrete bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR do not share the same implementation change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are different architectures." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR have separate forward code and outputs." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated beyond the generic output-tracing theme." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR touch different model code paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated models; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 31, + "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": "76994f60a65737adb2451f68cf281e0fdd47459fd60323b67e8882b517650234", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-implementation PRs that only overlap in broad Transformers scaffolding files; they do not fix the same underlying bug or add the same feature.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the PRs target different models and different user-facing features (PenguinVL vs. Voxtral TTS).", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one representative PR, 45401 is slightly more actionable because it has an explicit issue link and a focused Voxtral TTS feature scope, but it is not a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: they implement different model families and different behaviors; shared auto-registration/docs files are incidental scaffolding, not evidence of the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 31, + "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": "5a9b12ce50d39b4bf63a883ca39b21e49407e0c92bda29a21d647825bcf4f80e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three of the PRs are iterative versions of the same KernelConfig-based n-to-1 kernel fusion feature; the Module Fusion API PR is related but appears to be a separate abstraction rather than the same change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46339 is the most consolidated and latest KernelConfig fusion iteration, with the same core loading/integration/test footprint as the earlier fusion PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #46339 is the best representative of the cluster because it appears to be the final, simplified version of the shared n-to-1 kernel-fusion feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both are in the fusion area, but #44979 is a new Module Fusion API while #45363 is specifically KernelConfig-based n-to-1 kernel fusion; they are related abstractions, not the same concrete change." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "They target the same KernelConfig n-to-1 fusion path, touch the same loading/integration/test files, and #46339 reads like a later refinement/consolidation of the same feature." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "Both implement the same KernelConfig-based n-to-1 kernel fusion flow and overlap heavily in core files and tests; #46339 looks like an iterative cleanup/extension of #45666 rather than a distinct PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 44979 is a different Module Fusion API abstraction, while 45363, 45666, and 46339 all center on KernelConfig-based n-to-1 kernel fusion and share overlapping loading/integration/test files. The representative choice of 46339 is reasonable because it is the latest PR and its title explicitly says \u201cExtended & simplified.\u201d The soft-edge verdicts are conservative enough here, especially for the 44979 vs 45363 separation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 31, + "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": "e9b5bd792f97fe59a2d49867b58345eb48f4e74d0e10962b1396b36c516d98e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path; PR 45317 is the stronger canonical candidate because it includes tests and fuller validation.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same bug as 45086 but adds test coverage and appears to be the more complete implementation of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster because it addresses the same concrete failure mode with additional test coverage and clearer validation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code path in `_patch_mistral_regex`; the diffs overlap on the identical fix, so these are duplicate PRs that could plausibly be merged into one." + } + ] + }, + "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": 31, + "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": "8a71a66787a597d70a503a41a573482a0d0cabb9b632d0e5f58467976805cbaa", + "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": "These are related NemotronH changes, but they address different concrete changes: one is a refactor to make `nemotron_h` inherit GraniteMoeHybrid-like structure, while the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping/tests. They are not the same underlying PR and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete and user-facing change set: it introduces the dense/sparse model split, updates auto mappings, docs, and tests. PR 45115 is a narrower refactor focused on inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it captures the broader final implementation surface for NemotronH and is more likely to be the one to keep as the primary tracking PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH internals, but the diffs point to different changes: 45115 refactors the existing model to inherit GraniteMoeHybrid-style components and adds conversion mapping, while 45569 introduces separate `nemotron_h_dense`/`nemotron_h_sparse` implementations plus docs and tests. They are related, not the same code-path fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 31, + "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": "c1d1ffe1c05cc971c50045e57c7f353238bb8113c434d4ccd9806c1e6df1d661", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are closely related pieces of a larger heterogeneous-model feature, but they are not the same change: one adds per-layer config infrastructure, while the other adds broader heterogeneous modeling support that consumes that infrastructure. They should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change and the better representative of the heterogeneous-model work, since it includes the modeling/cache updates and tests in addition to heterogeneous config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best overall representative because it covers the concrete runtime behavior changes, not just the config-layer API foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying code-path change. #45333 adds heterogeneous per-layer config support; #45332 builds on that with model/cache behavior and broader modeling integration. They could be part of one roadmap, but they are not duplicate 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": 22, + "component_count": 31, + "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": "c64563d5d7767cb0d6fdd5551dfed37e59582a4d15c59fcbdb81a7f4ba8b21dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds specific typing protocols/aliases for `modeling_utils` and related helpers.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change; it introduces concrete protocol/alias support for specific code paths rather than a repo-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrow, concrete goal and clearer mergeable scope. PR 45415 is a broader type-checking cleanup, not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They are both typing-related, but they fix different things: 45415 is a wide annotation/type-check sweep with pyproject ignores, while 45425 adds specific typing protocol/alias support in a different area. Shared filenames alone are not enough to treat 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": 23, + "component_count": 31, + "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": "983c8afcbdad17fa15f32a64bcd4f9a8edf4e75beb8446d00b68f93142dbc5cf", + "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 pull requests are not duplicates: one fixes Mamba2 cache handling for seq_len > 1, while the other fixes multi-token cached forward in Qwen3.5/Qwen3-next/OLMO hybrid linear attention paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the tighter representative fix: it targets one explicit issue and a single concrete cached-forward bug in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the best standalone PR candidate because it is narrowly scoped to one code path and one bug, making it easier to review and merge as-is.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and different cache bugs: 45513 changes linear attention cached forward across Qwen/OLMO variants, while 46084 fixes Mamba2 use_cache behavior for seq_len > 1. They are not the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 31, + "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": "d4f9b95a8cdef00e2d73087287f1d118044015da6458b9c1ef04b670c23abe6a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both mention expert parallelism, but they fix different loading-time failures: one removes `distributed_config` from config serialization and adds an EP flag helper, while the other prevents expert parameters from being overwritten during sharded loading/broadcast. They are related by subsystem, not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical PR candidate because it addresses a concrete, clearly bounded code-path bug in parameter loading/sharding with a targeted fix, whereas #45548 is narrower and more about config serialization plus an EP helper.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone representative of the cluster: it has the clearest symptom-to-fix relationship and the most specific, actionable change set for expert-parallel loading correctness.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both touch EP-related loading, but #45548 is about serializing `distributed_config` and exposing `has_ep`, while #45662 fixes expert params being overwritten via rank-0 broadcast/post-shard wrapping. Different bugs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 31, + "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": "98635dc2181ef67d24d9e38c2a72e695684ceed1e1144f82431e43e06b477060", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info/debug-log collision in `testing_utils.py`; PR 45645 is the broader, more complete fix because it also updates CI to read multiple worker-specific files.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR: it implements the core xdist-safe output change and also preserves CI/debug-log collection across worker-specific files, making it the more complete version of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it covers the same underlying bug as 45639 plus the necessary downstream CI handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision bug for captured_info artifacts/debug logs; both modify the same core testing utility path and could plausibly be combined into one PR, with 45645 adding CI consumption of the new per-worker files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "4f0698070b82f042cb9a809569bd1fd1eddb05f1eaa3d359ea5ba1d88a5553e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs are unrelated: one adds a model mapping entry for glmasr in AutoModel, while the other adds attn_implementation dispatch support for RecurrentGemma across modeling/tests/docs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the stronger representative because it makes a broader functional change with code, tests, and docs around RecurrentGemma attention dispatch; PR #45670 is a small auto-mapping tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the best standalone PR in this cluster since it addresses a concrete feature gap and includes supporting test/doc changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different code paths and different changes: AutoModel registration for glmasr versus RecurrentGemma attention-dispatch support. They are not the same underlying bug or mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 31, + "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": "f43233804fde09d37570e1f8d0f5b893888fc4363a1b0bb21fe854dfe88d1d89", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both linter/modeling-rule work, but they address different rules and completely different code paths: TRF003 for return-tuple behavior in text/audio models vs TRF018/TRF016 for dead do_* flags in image/video processors. They are not duplicates and should not be merged as one PR.", + "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:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: one updates forward/return_dict handling across many text/audio model files, the other adds a modeling rule about image/video processor boolean flags and touches a different set of files. Shared subsystem/linting theme is too broad to treat 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": 28, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 31, + "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": "9cfd9c0a10f37088968d16962c2760904c41400d76f6af64c2880633cee3831f", + "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": "All three PRs are about enabling SDPA dispatch, but each targets different model implementations and code paths. They are related in theme, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest and most central representative of the SDPA-dispatch theme, covering multiple speech/model families rather than a single narrow model.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest cluster representative because it spans several model implementations and has the most substantial review/activity signal, while still being a concrete SDPA dispatch change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Different model families (CTRL vs T5) and separate implementation paths; they share the same feature goal but not the same underlying bug or code change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL-specific SDPA support is unrelated to the wav2vec2/seamless M4T code paths in the other PR; these are distinct patches and would not be merged as one PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and wav2vec2/seamless M4T SDPA dispatch touch different model stacks with different tests and docs, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 31, + "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": "dea348f6e36a8b09d41a8052624fda1a13356862a4ffefed6d2a947736d5c8f3", + "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 broad distributed branch base and the other is a narrower EP + Trainer integration on top of it.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46269 is the broader, more foundational distributed branch change and includes the shared distributed files; it better represents the cluster than the narrower EP integration follow-up.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46269 is the best cluster representative because it spans the main distributed refactor/integration work, while pull_request:46126 appears to be a specific feature layered on top of that base.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They overlap in distributed files, but the titles and diffs indicate different changes: 46126 adds EP + Trainer integration, while 46269 is a much broader distributed branch base. Shared subsystems alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 31, + "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": "d56c05f003a0face49d0ec0b41127bcc6b0c6fb89b67c2564d958dab584e783e", + "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 modernize source-reading away from raw file open(), but they touch different modules and different concrete code paths, so they are not duplicates of the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a clearer, self-contained fix in one code path and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone PR here since it targets a specific implementation check in modeling_utils.py and is easier to evaluate as a complete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Reject: they share a broad theme (replacing file-open source inspection), but they fix different functions in different files and do not appear to be the same underlying bug or mergeable into one concrete PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/manifest.json b/snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3576f48eb46dac557ebb9db6de43964ce2086d8e --- /dev/null +++ b/snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260602t180035z", + "artifacts": { + "hybrid": "snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-02T18:08:14Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260602T180035Z", + "variant": "hybrid" +} diff --git a/snapshots/20260602T180035Z/manifest.json b/snapshots/20260602T180035Z/manifest.json index 43a51f4ca6f7ed34bab6d01673fb96dcc1da7db1..b85e0ccb0a0c1d086e56dbd2c4816e0e86c7ec40 100644 --- a/snapshots/20260602T180035Z/manifest.json +++ b/snapshots/20260602T180035Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1431 }, "extracted_at": "2026-06-02T18:00:35Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260602t180035z", + "runs": { + "hybrid-model-20260602t180035z": { + "analysis_id": "hybrid-model-20260602t180035z", + "artifacts": { + "hybrid": "snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/manifest.json", + "model": null, + "published_at": "2026-06-02T18:08:14Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260602T180035Z", "watermark": {