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+ 15, + 28 + ], + [ + 51, + 105 + ] + ], + "right_ranges": [ + [ + 14, + 29 + ], + [ + 52, + 76 + ] + ] + } + ] } ] }, @@ -3967,7 +11471,7 @@ "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 43240, "canonical_pr_number": 43251, "issue_numbers": [ @@ -3978,8 +11482,7 @@ 43254 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -4388,7 +11891,7 @@ "cluster_id": "cluster-46869-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 46869, "canonical_pr_number": 46886, "issue_numbers": [ @@ -4399,7 +11902,8 @@ 46922 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -4532,7 +12036,7 @@ "cluster_id": 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soft_similarity.", + "cluster_id": "cluster-43488-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47243, + "canonical_pr_number": 43532, "issue_numbers": [], "pr_numbers": [ - 47003, - 47243 + 43488, + 43532, + 46747 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47003, - "right_pr_number": 47243, - "code_similarity": 0.176, - "size_similarity": 0.259, - "file_overlap": 0.07, - "area_overlap": 0.182, - "patch_similarity": 0.264, + "left_pr_number": 43488, + "right_pr_number": 43532, + "code_similarity": 0.086, + "size_similarity": 0.229, + "file_overlap": 0.125, + "area_overlap": 0.0, + "patch_similarity": 0.019, "shared_filenames": [ - "src/transformers/exporters/exporter_dynamo.py", - "src/transformers/exporters/exporter_executorch.py", - "src/transformers/models/xcodec2/modeling_xcodec2.py", - 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"soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47123, - "right_pr_number": 47280, - "code_similarity": 0.547, - "size_similarity": 0.522, - "file_overlap": 1.0, - "area_overlap": 0.368, - "patch_similarity": 0.093, - "shared_filenames": [ - "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" - ], - "shared_file_areas": [ + }, { - "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", "left_ranges": [ [ - 14, - 20 - ], - [ - 487, - 493 + 458, + 464 ] ], "right_ranges": [ [ - 14, - 21 - ], - [ - 481, - 499 - ], - [ - 520, - 530 + 458, + 464 ] ] } @@ -5311,12 +12568,12 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ 46897 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -5328,6 +12585,45 @@ } ], "duplicate_prs": [ + { + "cluster_id": "cluster-40546-32", + "canonical_pr_number": 47322, + "duplicate_pr_numbers": [ + 40546, + 43451, + 46376, + 46509, + 46658, + 46836, + 46912, + 47003, + 47077, + 47096, + 47143, + 47163, + 47166, + 47173, + 47175, + 47181, + 47184, + 47210, + 47216, + 47243, + 47253, + 47291, + 47292, + 47298, + 47301, + 47304, + 47306, + 47323, + 47336, + 47344, + 47345 + ], + "target_issue_number": null, + "reason": "PRs in cluster-40546-32 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -5344,30 +12640,17 @@ 43254 ], "target_issue_number": 43240, - "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference evidence." }, { - "cluster_id": "cluster-43451-16", - "canonical_pr_number": 47322, + "cluster_id": "cluster-43488-3", + "canonical_pr_number": 43532, "duplicate_pr_numbers": [ - 43451, - 46376, - 46509, - 46658, - 47143, - 47163, - 47166, - 47181, - 47184, - 47210, - 47291, - 47298, - 47301, - 47306, - 47336 + 43488, + 46747 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-16 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43488-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -5395,6 +12678,33 @@ "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-43998-11", + "canonical_pr_number": 44025, + "duplicate_pr_numbers": [ + 43998, + 44000, + 44001, + 44002, + 44004, + 44026, + 44027, + 44028, + 44029, + 44030 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43998-11 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -5438,7 +12748,7 @@ 46310 ], "target_issue_number": 46305, - "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference evidence." + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46693-3", @@ -5456,46 +12766,32 @@ 46922 ], "target_issue_number": 46869, - "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference evidence." + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-6", - "canonical_pr_number": 46903, + "cluster_id": "cluster-46894-5", + "canonical_pr_number": 46895, "duplicate_pr_numbers": [ - 46895, 46958, 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47003-2", - "canonical_pr_number": 47243, - "duplicate_pr_numbers": [ - 47003 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47003-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47122-3", + "cluster_id": "cluster-47122-8", "canonical_pr_number": 47150, "duplicate_pr_numbers": [ 47122, - 47224 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47123-2", - "canonical_pr_number": 47123, - "duplicate_pr_numbers": [ - 47280 + 47123, + 47124, + 47266, + 47280, + 47281, + 47310 ], "target_issue_number": null, - "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47122-8 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -5508,15 +12804,15 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 10 inbound references.", - "score": 172.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 162.0 }, "best_pr": { - "cluster_id": "cluster-43451-16", + "cluster_id": "cluster-40546-32", "pr_number": 47322, - "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 288.986 + "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 32 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 448.986 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 10b09700c3d82b6642976723723579afabdf78b7..76d94c070e5d7c44683524708636de169c064e37 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": "20260715T120033Z", - "generated_at": "2026-07-15T12:14:50Z", + "snapshot_id": "20260715T180032Z", + "generated_at": "2026-07-15T18:13:35Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 65, "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-10000-528", "nodes": [ @@ -522,8 +522,8 @@ "review_unit_count": 65, "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-10000-528", "nodes": [ @@ -914,8 +914,8 @@ "review_unit_count": 65, "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-10000-528", "nodes": [ @@ -1348,7 +1348,7 @@ "issue:42947|issue:43856", "issue:44991|issue:45399" ], - "prepared_review_unit_hash": "b152becaebc0a777c477ae096189964647544ef4ec5e151deebaea393f19c2c1", + "prepared_review_unit_hash": "75bbacff51baf47dc8727b604af453212b28a9de8341da278ef4f8409334772f", "component_budget": { "node_count": 528, "item_count": 528, @@ -1370,192 +1370,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly loose semantic similarity, with a few true duplicates around non-persistent buffers, static cache length return types, Gemma4 quantized embedders, disk-offloaded Qwen3 saving, and Mamba2 recurrence logic.", - "confidence": 0.76, - "canonical_issue_reason": "Issue #43950 is the clearest root/regression report for the non-persistent-buffer corruption class: it names the transformers 5.x regression broadly and matches the related buffer-junk reports.", + "summary": "Mostly unrelated issues, with a few clear duplicate pairs around non-persistent buffer corruption, cache seq-length typing, Gemma4 quantized embedders, disk-offloaded Qwen3 saving, and a likely shared Mamba2 recurrence bug.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43950 is the clearest representative of the non-persistent-buffer regression: it states the core bug directly, names the from_pretrained path, and matches another strong duplicate candidate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43950 is the best representative issue overall because it is broad, regression-focused, and central to the strongest duplicate set in this cluster.", + "best_issue_reason": "#43950 is the best global representative because it describes a concrete, reproducible regression with a clear code path and also anchors another near-exact duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: both describe v5 corrupting/filling non-persistent buffers during model loading." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly a fix for the same problem." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API bug: get_seq_length() returns the wrong type/shape and breaks downstream arithmetic." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Both report the same disk-offloaded save failure on Qwen3 models; only the model variant differs." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Both point to the same Mamba2 recurrence/use_cache correctness problem, with NemotronH missing the shared fix." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These are the same non-persistent-buffer corruption regression, described from slightly different angles." + }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different bugs: tokenizer detokenization regression vs a model loading/runtime failure for Qwen-3 NVFP4." + "reason": "Different model families and failure modes; both are tokenizer/load issues but not the same bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different failure modes: NemotronH checkpoint loading vs tied-weights handling in translation models." + "reason": "Different problems: NemotronH checkpoint loading vs tied-weights behavior in translation models." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough evidence of one underlying code-path bug." + "reason": "Both are tokenizer regressions, but they affect different models and appear to have different root causes." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors are not the same bug as SigLIP2 text embedding quality/performance being worse than SigLIP." - }, - { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Same underlying regression: non-persistent buffers are being corrupted/fill with junk in transformers v5." + "reason": "Docs example errors vs model quality/embedding degradation are not the same underlying issue." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated issues: custom trainer API change vs DeepSpeed ZeRO-3 load failure." - }, - { - "left": "issue:46032", - "right": "issue:47246", - "accept": true, - "reason": "Same recurrence/use_cache bug family in Mamba2-style mixers; the NemotronH report explicitly says the Mamba2 fix was not propagated." - }, - { - "left": "issue:43643", - "right": "issue:45020", - "accept": false, - "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is broader model-loading breakage; not the same concrete bug." + "reason": "Different Trainer/DeepSpeed failures with unrelated stack traces and code paths." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes constructor arg mismatch vs missing Float8 storage object." - }, - { - "left": "issue:46899", - "right": "issue:46932", - "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedders dtype-casting bug; the second explicitly says it fixes the same issue." + "reason": "Different incompatibilities: bitsandbytes Int8Params kwarg mismatch vs missing Float8 storage object." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Tokenizer regressions, but not clearly the same code path or same concrete failure; one is broad wrong token IDs, the other is a DeepSeek-Coder v1 output bug." + "reason": "Broad tokenizer regression across many models vs a specific DeepSeek-Coder v1 tokenizer bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 text embedding quality issue is unrelated to general tokenization changes." + "reason": "Model embedding quality issue vs a tokenizer-version behavior change; not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are about SigLIP2 behavior, but one is zero probabilities and the other is poorer text embeddings; not the same bug." - }, - { - "left": "issue:47332", - "right": "issue:47333", - "accept": true, - "reason": "Same disk-offloaded Qwen3 save-path failure; only the model variant differs." + "reason": "Unexpected zero probabilities is not the same as worse text embeddings, even though both involve SigLIP2." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different issues: autocast dtype mismatch vs RLHF NaNs from 3D position_ids and SDPA fallback." - }, - { - "left": "issue:45987", - "right": "issue:46858", - "accept": true, - "reason": "Same StaticCache.get_seq_length contract bug: it returns a tensor instead of a plain int, breaking downstream arithmetic." + "reason": "Different numerical failures: autocast dtype mismatch vs RLHF NaNs from 3D position_ids and SDPA fallback." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer regression class: uninitialized/junk buffer values after materialization are the same underlying bug family." + "accept": false, + "reason": "Both involve buffers/state materialization, but the bugs and code paths are different." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is text embedding quality and the other is HF vs JAX implementation discrepancy; not enough to merge." + "reason": "Embedding quality discrepancy vs HF/JAX implementation mismatch are related only at a broad model-family level." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different code paths: FlashAttention crash from 3D position_ids vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Flash-Attention packed-sequence crash and CPU-offload incompatibility are separate issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to non-persistent buffer initialization." + "reason": "FSDP2 shared_kv_states KeyError is unrelated to inv_freq uninitialized-memory materialization." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but gradient checkpointing ineffectiveness is not the same bug as int4 quantization increasing reserved CUDA memory." + "reason": "Gradient checkpointing ineffectiveness and int4 quantization memory growth are different problems." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "General loading noise and a specific model load failure are not the same underlying issue." + "reason": "Unnecessary loading noise is not the same as a concrete model load failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training DeepSpeed weight-shape error is unrelated to early stopping metric selection." + "reason": "DeepSpeed weight-dimension training error and early-stopping metric configuration are unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug is unrelated to AMD GPU runtime failure." + "reason": "Tokenizer detokenization bug and AMD GPU execution failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noise on loading is not the same as a model-specific loading failure." + "reason": "Noise on load and inability to load a specific model are not the same issue." }, { "left": "issue:43643", - "right": "issue:43950", + "right": "issue:45020", "accept": false, - "reason": "Remote-code config field loss and non-persistent-buffer corruption are different regressions." + "reason": "Remote-code config field loss is too specific to merge with a broad 'models using remote_code break' tracking issue." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/runtime failures: ZeRO-3 load index error vs FineGrainedFP8Config failure." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "PEFT LoRA checkpointing ineffectiveness is not the same bug as Qwen3 MoE memory inefficiency." + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different training behaviors." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback logic are unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback blockage are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and the soft-edge calls are conservative. The accepted duplicates are supported by the issue titles and, where available, explicit cross-references/bug-family wording. The rejected pairs are reasonably distinguished by different models, code paths, or failure modes. No obvious overstatement relative to the packet." + "feedback": "Grounded in the packet overall, and the accepted soft-edge pairs are mostly conservative. The non-persistent-buffer, Gemma4 dtype-cast, cache seq-length, disk-offload save, and Mamba2 recurrence groupings are all supported by the titles/metadata provided." }, "evaluator_used": true, "retried": false, @@ -1571,8 +1571,8 @@ "review_unit_count": 65, "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-10000-528", "nodes": [ @@ -1878,8 +1878,8 @@ "review_unit_count": 65, "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-10000-528", "nodes": [ @@ -2206,8 +2206,8 @@ "review_unit_count": 65, "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-10000-528", "nodes": [ @@ -2521,8 +2521,8 @@ "review_unit_count": 65, "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-10000-528", "nodes": [ @@ -2825,8 +2825,8 @@ "review_unit_count": 65, "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-10000-528", "nodes": [ @@ -3120,7 +3120,7 @@ "component_count": 27, "review_unit_index": 10, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -3209,7 +3209,7 @@ "issue:43541|issue:45084", "issue:42915|issue:44530" ], - "prepared_review_unit_hash": "e237ace73ecb2cc7aa250224bf0deb1bd83809dc4b3d375d27846212e53d7c91", + "prepared_review_unit_hash": "8967343781bfb08ed3c1b00639a823aaa6b95744dd80f7c2a1429810f9198aab", "component_budget": { "node_count": 528, "item_count": 528, @@ -3230,199 +3230,323 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, + "analyst_result": null, + "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": 27, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44466", + "issue:44530", + "issue:44534", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43482|issue:47312", + "issue:43262|issue:47331", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:43317|issue:43482", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:44849|issue:45325", + "issue:28530|issue:34567", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "50bcbcfd63eed0e794e617f49a74e64e43f6f6cb8e10035902e76b41d56df029", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37201, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "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 across loading, tokenization, quantization, and runtime paths. The soft pairs look thematically similar at a high level, but they are mostly different models and different code paths, so none are strong duplicates.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s v5 loading regressions; it captures a general model-loading breakage rather than a narrow model-specific symptom.", + "summary": "These are mostly distinct bug reports with only broad keyword overlap (v5 regressions, loading, audio, tokenizer, etc.). I found no soft pair that clearly describes the same underlying bug or change, so none should be merged as duplicates. If one issue has to serve as a cluster anchor, the broadest is the custom-model initialization regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set: a Transformers v5 custom model initialization regression. It is more representative than the other issues, which are narrower or model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it is general, high-impact, and closest to the shared \u201cv5 broke loading\u201d theme across several reports.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general v5 initialization breakage rather than a one-off model or backend-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Different failure modes: torch.export/torch_compilable_check vs Perceiver image-classification resize/interpolation." + "reason": "Missing fields from trust_remote_code config vs PagedAttentionCache invalid group type; different code paths and failure modes." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Unrelated areas: quantized save/load behavior vs mistral_common tokenizer generation formatting." + "reason": "Perplexity regression on a model/dataset vs tokenizer post-processor not updating after runtime special-token edits; unrelated bugs." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Different regressions: isolated reproduction of an earlier bug vs PagedAttentionCache linear_attention crash on Qwen3.5." + "reason": "IterableDataset multi-image training failure vs continue_final_message behavior in mistral_common tokenizers; different features." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "No shared code path: the first is a reproduction of a model-loading bug, the second is a tokenizer continue_final_message issue." + "reason": "Tokenizer method-name conflict vs custom model initialization breakage in Jupyter; not the same issue." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Both are tokenizer-related, but one is repo tokenizer loading and the other is a Mistral regex patch crash." + "reason": "TrainerState token-count tracking vs multi-image finetuning failure; no shared bug." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Different symptoms and likely different fixes: masked-LM prediction corruption vs tokenizer load failure for a specific repo." + "reason": "Both are v5 regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization; distinct defects." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback behavior." + "reason": "CPU arange in XLNet relative positions vs Qwen3_Moe rotary embedding offload incompatibility; different models and code paths." }, { - "left": "issue:45823", - "right": "issue:46899", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Same model family, but different paths: device_map forward mismatch vs 4-bit multimodal dtype-cast corruption." + "reason": "Missing TensorFlow in torch extra vs undefined tensorflow_text backend mapping; related ecosystem area but not the same underlying bug." }, { - "left": "issue:44164", - "right": "issue:46821", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM window_size attribute access." + "reason": "Unsupported center argument in LasrFeatureExtractor vs _torch_extract_fbank_features helper issue; same audio area but not clearly the same concrete bug." }, { - "left": "issue:44756", - "right": "issue:47333", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "One is mmap/OOM on Strix Halo, the other is saving a disk-offloaded Qwen model; not the same bug." + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; unrelated failures." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Zero3/BertModel index error is unrelated to torch>=2.9 flex_attention compilation failure." + "reason": "Different model-loading failures for different models and likely different causes; only share a broad Transformers v5 context." }, { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Different training-loss bugs: degenerate zero loss for single-label classification vs a double-shift bug in ASR training." + "reason": "GGUF/from_pretrained breakage in general vs Qwen2.5-GGUF loading failure; same broad area but not enough evidence for the same bug." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are different issues with different causes." + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated issues." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43482", + "right": "issue:47312", "accept": false, - "reason": "Both are model loading complaints, but they concern different repositories and different breakages." + "reason": "Qwen2.5-GGUF loading failure vs kernels 0.16 incompatibility; different subsystems." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:43262", + "right": "issue:47331", "accept": false, - "reason": "Different tokenizer regressions: one cannot load a model, the other crashes in a Mistral regex patch helper." + "reason": "Audio chat-template sample-rate default bug vs MetalConfig quantization batch corruption; entirely different problems." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:43582", + "right": "issue:47331", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to fp16 ONNX attention dtype mismatch." + "reason": "Apple Silicon allocator warmup TypeError vs batched quantized generate corruption; unrelated." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "The zero-loss classification bug is not the same as the Florence2 double-shift training bug." + "reason": "Whisper batch_decode special-token handling vs empty transcription after align_special_tokens; both Whisper-related but not the same concrete bug." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "PEFT checkpoint loading for GraniteSpeech vs mistral_common continue_final_message behavior; different components." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Both mention Qwen3-VL, but one is a broad dev-version load break and the other is a specific weight-shape mismatch; not enough evidence of one underlying bug." + "reason": "xLSTM smaller-than-7B training blockers vs return_last_states=False crash; same model family but different bugs and fixes." }, { - "left": "issue:43746", - "right": "issue:47331", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to MetalConfig batched quantized generation corruption." + "reason": "Jupyter custom-model initialization regression vs remote-code model_class missing config_class; related theme, different failure points." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct code paths." + "reason": "apply_chat_template sample-rate default vs MIMI batch padding-mask mismatch; both audio, but not the same bug." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate Mistral3 bugs." + "reason": "device_map auto dequantized-model offload issue vs Qwen2.5-GGUF loading failure; different loading paths and symptoms." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is different from DeepSeek-Coder tokenizer output corruption." + "reason": "Generic loading noise vs Mistral regex patch crash due to backend_tokenizer attribute; unrelated." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific regressions." + "reason": "Whisper model runtime failure vs YOLO multi-GPU device-map failure; different models and code paths." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Mistral-3 dtype mismatch in preprocessing is unrelated to template-node compilation errors." + "reason": "Custom model initialization breakage vs non-persistent buffers filled with junk; both v5 regressions but distinct defects." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and flex_attention torch 2.9 compilation are unrelated bugs." + "reason": "Qwen3Moe FP8 config failure vs template compilation error; unrelated." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Different model-loading failures for different repositories; no shared underlying bug is evident." + "reason": "MIMI batched-vs-single output mismatch vs DAC from_latents/forward mismatch; both parity bugs in audio models, but not the same one." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + "reason": "Model loading regression for a specific repo vs Mistral tokenizer regex patch crash; separate issues." }, { - "left": "issue:43873", - "right": "issue:47331", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Both involve quantization/offloading, but one is save-path behavior and the other is a batched generation corruption bug." + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling issue; different models and behaviors." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "torch dynamo grouped_mm tracing failure is a different problem from a template-node compile TypeError." + "reason": "Early stopping metric lookup vs TrainerState token counter not updating; unrelated training-tracker bugs." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different failures." + "reason": "Untied lm_head weight in Mistral3ForConditionalGeneration vs device-dependent serialization of lm_head.weight; related theme, but different concrete bugs." } ] }, @@ -3437,318 +3561,307 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 11, + "review_unit_index": 12, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:28530", - "issue:34567", "issue:36032", "issue:40444", - "issue:40990", - "issue:42175", + "issue:41720", + "issue:42796", "issue:42915", - "issue:43208", - "issue:43262", - "issue:43317", - "issue:43377", - "issue:43404", - "issue:43421", - "issue:43452", - "issue:43482", - "issue:43582", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", "issue:43632", - "issue:43643", - "issue:43644", - "issue:43645", - "issue:43646", + "issue:43716", + "issue:43742", "issue:43746", - "issue:43792", - "issue:43819", - "issue:44206", + "issue:43872", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", "issue:44220", + "issue:44265", + "issue:44291", "issue:44403", - "issue:44466", - "issue:44530", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", "issue:44534", - "issue:44737", - "issue:44811", - "issue:44849", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44877", "issue:44987", "issue:44991", "issue:45081", - "issue:45084", + "issue:45216", "issue:45325", - "issue:45507", - "issue:45584", - "issue:45859", - "issue:46178", - "issue:46326", - "issue:46661", - "issue:46869", - "issue:47013", - "issue:47312", - "issue:47331" + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46821", + "issue:46899", + "issue:47254" ], "soft_pairs": [ - "issue:43643|issue:44530", - "issue:40990|issue:43421", - "issue:40444|issue:46326", - "issue:36032|issue:43645", - "issue:34567|issue:40444", - "issue:43644|issue:43646", - "issue:44737|issue:45859", - "issue:42175|issue:46178", - "issue:44206|issue:44220", - "issue:43582|issue:43632", - "issue:44987|issue:44991", - "issue:43452|issue:43482", - "issue:45084|issue:45507", - "issue:43482|issue:47312", - "issue:43262|issue:47331", - "issue:43582|issue:47331", - "issue:44811|issue:45584", - "issue:43746|issue:46326", - "issue:43208|issue:47013", - "issue:43645|issue:46661", - "issue:43262|issue:43377", - "issue:43317|issue:43482", - "issue:44403|issue:45081", - "issue:43792|issue:46869", - "issue:43646|issue:44534", - "issue:42915|issue:45084", - "issue:43377|issue:43819", - "issue:44987|issue:45081", - "issue:44849|issue:45325", - "issue:28530|issue:34567", - "issue:43404|issue:44466" - ], - "prepared_review_unit_hash": "50bcbcfd63eed0e794e617f49a74e64e43f6f6cb8e10035902e76b41d56df029", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37201, - "estimated_input_tokens": 9301, - "estimated_eval_tokens": 18858 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These are mostly distinct bug reports with only broad keyword overlap (v5 regressions, loading, audio, tokenizer, etc.). I found no soft pair that clearly describes the same underlying bug or change, so none should be merged as duplicates. If one issue has to serve as a cluster anchor, the broadest is the custom-model initialization regression.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set: a Transformers v5 custom model initialization regression. It is more representative than the other issues, which are narrower or model-specific.", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:43611|issue:44534", + "issue:43872|issue:44291", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746" + ], + "prepared_review_unit_hash": "ab85c76b0ffd53412a4bf15e0e8a454d12d4fa6f14462f70554ecc37c7e12912", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. Only a few soft pairs look like true same-bug reports, mainly around transformers v5 loading/serialization regressions and one Qwen2.5-VL video/rope-index regression.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue covers the whole set; it spans several unrelated regression families. If one representative is needed for the closest duplicate subcluster, issue 44291 best captures the core v5 _is_hf_initialized loading breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general v5 initialization breakage rather than a one-off model or backend-specific failure.", + "best_issue_reason": "Issue 44291 is the cleanest and most general report of the _is_hf_initialized regression, and it also aligns with the bitsandbytes incompatibility report in 43872.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "Missing fields from trust_remote_code config vs PagedAttentionCache invalid group type; different code paths and failure modes." - }, - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "Perplexity regression on a model/dataset vs tokenizer post-processor not updating after runtime special-token edits; unrelated bugs." - }, - { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "IterableDataset multi-image training failure vs continue_final_message behavior in mistral_common tokenizers; different features." + "reason": "Related Qwen3/MoE loading failures, but one is FP8-config trouble and the other is a generic _is_hf_initialized init-empty-weights TypeError; not the same bug." }, { "left": "issue:36032", - "right": "issue:43645", + "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict vs custom model initialization breakage in Jupyter; not the same issue." + "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "TrainerState token-count tracking vs multi-image finetuning failure; no shared bug." + "reason": "Both are multimodal inference issues, but one is a SigLIP2 AutoModel/pipeline output bug and the other is an OmDet processor size mismatch." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Both are v5 regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization; distinct defects." + "reason": "Different tokenizer-loading failures; shared v5 timing doesn't imply the same defect." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "CPU arange in XLNet relative positions vs Qwen3_Moe rotary embedding offload incompatibility; different models and code paths." + "reason": "Both are tokenizer loading regressions, but ScandiBERT and the Mistral regex patch crash are different code paths." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "Missing TensorFlow in torch extra vs undefined tensorflow_text backend mapping; related ecosystem area but not the same underlying bug." + "reason": "Gemma3n attribute collision vs Gemma4 quantized audio/vision dtype cast; different model families and failures." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:45923", + "right": "issue:47254", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor vs _torch_extract_fbank_features helper issue; same audio area but not clearly the same concrete bug." + "reason": "PEFT checkpointing flag vs DeepSpeed checkpointing error; not the same problem." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; unrelated failures." + "reason": "Chunked generation/compiled forward inconsistency vs StaticCache length type mismatch; separate generation bugs." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Different model-loading failures for different models and likely different causes; only share a broad Transformers v5 context." + "reason": "torch.export torch_compilable_check failure vs OmDet processor size mismatch; unrelated." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "GGUF/from_pretrained breakage in general vs Qwen2.5-GGUF loading failure; same broad area but not enough evidence for the same bug." + "reason": "T5 tokenizer special-token conflict vs Qwen3 auto device mapping assert; different subsystems." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated issues." + "reason": "Qwen3-MoE sliding-window bug vs granite_speech strict-config loading; no overlap." }, { - "left": "issue:43482", - "right": "issue:47312", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-GGUF loading failure vs kernels 0.16 incompatibility; different subsystems." + "reason": "Qwen3Moe FP8 issue vs float8 storage lookup; both are quantization themed but different errors." }, { - "left": "issue:43262", - "right": "issue:47331", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs MetalConfig quantization batch corruption; entirely different problems." + "reason": "Llava Next segfault on load vs Qwen3OmniMoe video ValueError; different models and code paths." }, { - "left": "issue:43582", - "right": "issue:47331", - "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs batched quantized generate corruption; unrelated." + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen2.5-VL/Qwen3-VL video-position/rope-index regression in v5.3.0; 45325 is the specific still-image manifestation." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Whisper batch_decode special-token handling vs empty transcription after align_special_tokens; both Whisper-related but not the same concrete bug." + "reason": "Generation sync overhead vs StaticCache length contract; unrelated performance vs API bug." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech vs mistral_common continue_final_message behavior; different components." + "reason": "base_model_prefix loading regression vs TimesFM window_size AttributeError; distinct issues." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "xLSTM smaller-than-7B training blockers vs return_last_states=False crash; same model family but different bugs and fixes." + "reason": "Torch 2.10 compatibility vs noisy loading logs; not the same bug." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Jupyter custom-model initialization regression vs remote-code model_class missing config_class; related theme, different failure points." + "reason": "Molmo tied-weights attribute vs loading a specific tokenizer; unrelated." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "apply_chat_template sample-rate default vs MIMI batch padding-mask mismatch; both audio, but not the same bug." + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; different models." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "device_map auto dequantized-model offload issue vs Qwen2.5-GGUF loading failure; different loading paths and symptoms." + "reason": "Qwen2.5-VL multiple-image finetuning failure vs still-image rope-index scaling bug; different failure modes." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash due to backend_tokenizer attribute; unrelated." + "reason": "fbank feature extraction bug vs flex_attention compilation bug; unrelated." }, { - "left": "issue:43792", - "right": "issue:46869", - "accept": false, - "reason": "Whisper model runtime failure vs YOLO multi-GPU device-map failure; different models and code paths." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization bug; 45357 is the later report that the visual-encoder keys are still wrong." }, { - "left": "issue:43646", + "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage vs non-persistent buffers filled with junk; both v5 regressions but distinct defects." + "reason": "base_model_prefix loading regression vs non-persistent buffer junk; different v5 regressions." }, { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Qwen3Moe FP8 config failure vs template compilation error; unrelated." + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same transformers v5 _is_hf_initialized regression: 44291 is the generic loading failure, 43872 is the bitsandbytes Int8Params incompatibility manifestation." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "MIMI batched-vs-single output mismatch vs DAC from_latents/forward mismatch; both parity bugs in audio models, but not the same one." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow-tokenizer convert_tokens_to_ids slowdown; different symptoms and code paths." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Model loading regression for a specific repo vs Mistral tokenizer regex patch crash; separate issues." + "reason": "Mistral dtype mismatch vs Gemma4 quantized multimodal casting; separate model-specific regressions." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling issue; different models and behaviors." + "reason": "Generic loading noise vs tokenizer regression; unrelated." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Early stopping metric lookup vs TrainerState token counter not updating; unrelated training-tracker bugs." + "reason": "AutoTokenizer token-ID regression for Granite vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Untied lm_head weight in Mistral3ForConditionalGeneration vs device-dependent serialization of lm_head.weight; related theme, but different concrete bugs." + "reason": "Ministral BPE-marker handling vs GraniteSpeech PEFT local-checkpoint loading; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the set as mostly heterogeneous, and the few accepted soft pairs are plausible same-bug subclusters from the titles alone (notably the _is_hf_initialized reports, Qwen3.5 save_pretrained regressions, and the Qwen video/rope-index regression)." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3756,96 +3869,95 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 12, + "review_unit_index": 13, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:36032", + "issue:33666", + "issue:35707", "issue:40444", + "issue:40990", "issue:41720", + "issue:42175", "issue:42796", - "issue:42915", - "issue:43089", "issue:43296", - "issue:43322", - "issue:43425", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", "issue:43531", - "issue:43540", "issue:43611", "issue:43632", - "issue:43716", - "issue:43742", - "issue:43746", - "issue:43872", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", "issue:43883", - "issue:43994", - "issue:44008", - "issue:44062", - "issue:44220", + "issue:44079", "issue:44265", "issue:44291", - "issue:44403", - "issue:44451", - "issue:44464", - "issue:44479", - "issue:44488", + "issue:44462", + "issue:44509", "issue:44534", + "issue:44568", "issue:44589", - "issue:44610", - "issue:44683", - "issue:44877", - "issue:44987", + "issue:44756", + "issue:44811", "issue:44991", + "issue:45072", "issue:45081", - "issue:45216", "issue:45325", - "issue:45357", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", "issue:45812", + "issue:45834", "issue:45923", - "issue:45987", - "issue:46315", - "issue:46491", + "issue:46402", + "issue:46710", "issue:46821", - "issue:46899", - "issue:47254" + "issue:46909" ], "soft_pairs": [ - "issue:42915|issue:44291", - "issue:36032|issue:43742", - "issue:43994|issue:44610", - "issue:44062|issue:44987", - "issue:44451|issue:45081", - "issue:44008|issue:46899", - "issue:45923|issue:47254", - "issue:44464|issue:45987", - "issue:44265|issue:44610", - "issue:36032|issue:41720", - "issue:43531|issue:44877", - "issue:42915|issue:44589", - "issue:43322|issue:43540", - "issue:44479|issue:45325", - "issue:43089|issue:45987", - "issue:43632|issue:46821", - "issue:43425|issue:44403", - "issue:43883|issue:44488", - "issue:43296|issue:43531", - "issue:40444|issue:45325", - "issue:44220|issue:44683", - "issue:45216|issue:45357", - "issue:43611|issue:44534", - "issue:43872|issue:44291", - "issue:44991|issue:46315", - "issue:43716|issue:46899", - "issue:44403|issue:44991", - "issue:45812|issue:46491", - "issue:42796|issue:43746" + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:43883|issue:44991", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43296|issue:46821", + "issue:43317|issue:43856", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43611|issue:43646", + "issue:43482|issue:45538", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45834" ], - "prepared_review_unit_hash": "ab85c76b0ffd53412a4bf15e0e8a454d12d4fa6f14462f70554ecc37c7e12912", + "prepared_review_unit_hash": "8cff11110636c591d7cb1cc308a4fe2d4cef72965fb15d295e10d682d74db4e8", "component_budget": { "node_count": 528, "item_count": 528, @@ -3857,206 +3969,197 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36545, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "soft_pair_count": 28, + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. Only a few soft pairs look like true same-bug reports, mainly around transformers v5 loading/serialization regressions and one Qwen2.5-VL video/rope-index regression.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue covers the whole set; it spans several unrelated regression families. If one representative is needed for the closest duplicate subcluster, issue 44291 best captures the core v5 _is_hf_initialized loading breakage.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports. I found two likely duplicate pairs centered on Transformers v5 regressions: `_is_hf_initialized`/`init_empty_weights`, and non-persistent buffers being filled with junk. The rest are model- or subsystem-specific and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the clearest, most specific representative of the shared Transformers v5 non-persistent-buffer regression, and it matches a near-exact later duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44291 is the cleanest and most general report of the _is_hf_initialized regression, and it also aligns with the bitsandbytes incompatibility report in 43872.", + "best_issue_reason": "issue:43644 is the strongest issue to anchor the cluster: concrete, broadly impactful, and it cleanly captures one of the true duplicate regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Related Qwen3/MoE loading failures, but one is FP8-config trouble and the other is a generic _is_hf_initialized init-empty-weights TypeError; not the same bug." + "reason": "Different problems: gradient checkpointing in eval mode vs a missing supports_gradient_checkpointing flag in a remote-code model." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated." + "reason": "Both are v5 regressions, but one is an init_empty_weights/_is_hf_initialized argument issue and the other is a storage deserialization error; different code paths." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Both are multimodal inference issues, but one is a SigLIP2 AutoModel/pipeline output bug and the other is an OmDet processor size mismatch." + "reason": "Different Qwen VL workflows and failures: multi-GPU training vs iterable-dataset finetuning with multiple images." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Different tokenizer-loading failures; shared v5 timing doesn't imply the same defect." + "reason": "Whisper load failure and Float8 storage lookup failure are unrelated." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer loading regressions, but ScandiBERT and the Mistral regex patch crash are different code paths." + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Gemma3n attribute collision vs Gemma4 quantized audio/vision dtype cast; different model families and failures." + "reason": "_is_hf_initialized flag breakage is unrelated to mmap/OOM on Strix Halo." }, { - "left": "issue:45923", - "right": "issue:47254", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "PEFT checkpointing flag vs DeepSpeed checkpointing error; not the same problem." + "reason": "Different issues: missing all_tied_weights_keys vs tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency vs StaticCache length type mismatch; separate generation bugs." + "reason": "Tokenizer BPE-marker handling and an accuracy regression on a different model are not the same bug." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "torch.export torch_compilable_check failure vs OmDet processor size mismatch; unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "T5 tokenizer special-token conflict vs Qwen3 auto device mapping assert; different subsystems." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are separate internals." }, { "left": "issue:43531", - "right": "issue:44877", + "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs granite_speech strict-config loading; no overlap." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the init_empty_weights/_is_hf_initialized loading regression." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Qwen3Moe FP8 issue vs float8 storage lookup; both are quantization themed but different errors." + "reason": "Both are v5 loading errors, but Qwen2.5-GGUF failure and missing pad_token_id on Llama4Config are distinct issues." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Llava Next segfault on load vs Qwen3OmniMoe video ValueError; different models and code paths." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": true, - "reason": "Same Qwen2.5-VL/Qwen3-VL video-position/rope-index regression in v5.3.0; 45325 is the specific still-image manifestation." + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Generation sync overhead vs StaticCache length contract; unrelated performance vs API bug." + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "base_model_prefix loading regression vs TimesFM window_size AttributeError; distinct issues." + "reason": "Packaging/backend availability issue vs runtime undefined tf backend error; not the same underlying bug." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Torch 2.10 compatibility vs noisy loading logs; not the same bug." + "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json and the other miscomputes Granite token IDs; too different to merge confidently." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Molmo tied-weights attribute vs loading a specific tokenizer; unrelated." + "reason": "Docs mentioning removed pipeline tasks is not the same as a broken DIA example." }, { "left": "issue:43296", - "right": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; different models." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Qwen2.5-VL multiple-image finetuning failure vs still-image rope-index scaling bug; different failure modes." + "reason": "device_map auto dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different problems." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "fbank feature extraction bug vs flex_attention compilation bug; unrelated." + "reason": "TensorFlow backend installation packaging and PaddleOCR-VL loading are unrelated." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained serialization bug; 45357 is the later report that the visual-encoder keys are still wrong." + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment vs non-persistent buffer junk are different regressions." }, { "left": "issue:43611", - "right": "issue:44534", + "right": "issue:43646", "accept": false, - "reason": "base_model_prefix loading regression vs non-persistent buffer junk; different v5 regressions." + "reason": "Both are v5 model-loading regressions, but base_model_prefix loading and custom model initialization are distinct failure modes." }, { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same transformers v5 _is_hf_initialized regression: 44291 is the generic loading failure, 43872 is the bitsandbytes Int8Params incompatibility manifestation." + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max length are unrelated tokenizer/model issues." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow-tokenizer convert_tokens_to_ids slowdown; different symptoms and code paths." + "reason": "MIMI padding-mask batching bug and Gemma3 NaN embeddings from sliding-window attention are different code paths." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Mistral dtype mismatch vs Gemma4 quantized multimodal casting; separate model-specific regressions." + "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder loading are unrelated model-specific bugs." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Generic loading noise vs tokenizer regression; unrelated." + "reason": "torch.export/torch_compilable_check failure is not the same as bfloat16 dtype mismatches." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "AutoTokenizer token-ID regression for Granite vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." + "reason": "Non-persistent buffers being filled with junk is unrelated to ModelOutput key assignment." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Ministral BPE-marker handling vs GraniteSpeech PEFT local-checkpoint loading; unrelated." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long OCR index errors are different model-specific issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the set as mostly heterogeneous, and the few accepted soft pairs are plausible same-bug subclusters from the titles alone (notably the _is_hf_initialized reports, Qwen3.5 save_pretrained regressions, and the Qwen video/rope-index regression)." - }, - "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 }, @@ -4064,95 +4167,99 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 13, + "review_unit_index": 14, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:33666", + "issue:34634", "issue:35707", "issue:40444", "issue:40990", + "issue:41553", "issue:41720", - "issue:42175", + "issue:42617", "issue:42796", - "issue:43296", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", "issue:43317", "issue:43377", - "issue:43381", - "issue:43421", - "issue:43482", - "issue:43525", - "issue:43531", - "issue:43611", - "issue:43632", - "issue:43644", - "issue:43646", - "issue:43792", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43701", + "issue:43746", "issue:43818", - "issue:43856", - "issue:43883", - "issue:44079", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44186", "issue:44265", "issue:44291", - "issue:44462", - "issue:44509", - "issue:44534", + "issue:44466", + "issue:44479", "issue:44568", - "issue:44589", - "issue:44756", - "issue:44811", - "issue:44991", + "issue:44610", + "issue:44829", + "issue:44877", "issue:45072", - "issue:45081", "issue:45325", - "issue:45491", - "issue:45538", - "issue:45542", - "issue:45663", - "issue:45812", - "issue:45834", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45920", "issue:45923", - "issue:46402", - "issue:46710", + "issue:46209", "issue:46821", - "issue:46909" + "issue:47217" ], "soft_pairs": [ - "issue:43381|issue:45923", - "issue:44291|issue:44589", - "issue:33666|issue:40444", - "issue:43792|issue:44589", - "issue:40990|issue:44811", - "issue:43632|issue:44756", - "issue:43883|issue:44991", - "issue:42796|issue:46710", - "issue:35707|issue:40444", - "issue:44079|issue:45663", - "issue:43531|issue:44291", - "issue:43482|issue:43525", - "issue:41720|issue:45081", - "issue:43421|issue:44568", - "issue:42175|issue:45542", - "issue:44462|issue:45812", - "issue:44509|issue:46909", - "issue:43296|issue:46821", - "issue:43317|issue:43856", - "issue:42175|issue:43296", - "issue:44079|issue:44534", - "issue:43611|issue:43646", - "issue:43482|issue:45538", - "issue:43377|issue:45491", - "issue:43818|issue:46402", - "issue:44265|issue:45072", - "issue:43644|issue:44079", - "issue:45325|issue:45834" + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:41553|issue:43582", + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873" ], - "prepared_review_unit_hash": "8cff11110636c591d7cb1cc308a4fe2d4cef72965fb15d295e10d682d74db4e8", + "prepared_review_unit_hash": "6a751c6ebd38b2198b745a4d97cdd6390bc03f1a1bba19ef67bd15ea4a66587c", "component_budget": { "node_count": 528, "item_count": 528, @@ -4164,196 +4271,223 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36162, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "soft_pair_count": 32, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated bug reports. I found two likely duplicate pairs centered on Transformers v5 regressions: `_is_hf_initialized`/`init_empty_weights`, and non-persistent buffers being filled with junk. The rest are model- or subsystem-specific and should stay separate.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43644 is the clearest, most specific representative of the shared Transformers v5 non-persistent-buffer regression, and it matches a near-exact later duplicate report.", + "summary": "Conservative triage: most pairs are clearly distinct, and the two model-related soft edges are only related by failure area, not proven duplicates from titles/metadata alone. I would reject both soft edges and keep the Qwen2.5-VL issue as the best representative in that narrow area.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45381 is the clearest, most concrete Qwen2.5-VL position/rope-index regression report in the set, so it is the best representative issue for this narrow area.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest issue to anchor the cluster: concrete, broadly impactful, and it cleanly captures one of the true duplicate regressions in the set.", + "best_issue_reason": "45381 is the most actionable and specific issue here, with a direct regression description and a well-scoped code path to investigate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different problems: gradient checkpointing in eval mode vs a missing supports_gradient_checkpointing flag in a remote-code model." + "reason": "Different failures: multi-image finetuning/dataset handling vs video position-id regression." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both are v5 regressions, but one is an init_empty_weights/_is_hf_initialized argument issue and the other is a storage deserialization error; different code paths." + "reason": "Different models and bugs: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Different Qwen VL workflows and failures: multi-GPU training vs iterable-dataset finetuning with multiple images." + "reason": "Both involve SigLIP2 output discrepancies, but the metadata only shows a likely related symptom family; not enough evidence to call them the same bug." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Whisper load failure and Float8 storage lookup failure are unrelated." + "reason": "Both point to Qwen2.5-VL position/rope indexing, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not proven duplicate." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Both mention tied weights, but one is a config/tie bug and the other is a device-dependent serialization regression." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to mmap/OOM on Strix Halo." + "reason": "Unrelated training bugs: flash_attention_3 behavior vs single-label classification zero-loss degeneration." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Different issues: missing all_tied_weights_keys vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different subsystems: init_empty_weights argument handling vs strict config loading for granite_speech." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL prompts, but the concrete failures differ: multi-image finetuning vs image placeholder in user text." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior vs tokenization changes across versions are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." }, { "left": "issue:42796", - "right": "issue:46710", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and an accuracy regression on a different model are not the same bug." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "CPU offload device mismatch is unrelated to torch.export support for torch_compilable_check." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are separate internals." + "reason": "Both are regressions, but in different models and code paths: video input handling vs Gemma4 PLE device map mismatch." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the init_empty_weights/_is_hf_initialized loading regression." + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Both are v5 loading errors, but Qwen2.5-GGUF failure and missing pad_token_id on Llama4Config are distinct issues." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech checkpoint loading." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + "reason": "Perplexity regression and Whisper empty-transcription generation failure are unrelated symptoms." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." + "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are different bugs." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Packaging/backend availability issue vs runtime undefined tf backend error; not the same underlying bug." + "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda assert." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json and the other miscomputes Granite token IDs; too different to merge confidently." + "reason": "Tokenizer crash on NER padding/truncation is unrelated to export-time torch_compilable_check failures." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Docs mentioning removed pipeline tasks is not the same as a broken DIA example." + "reason": "Both involve device mapping, but the models and failure modes differ too much to be the same bug." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "device_map auto dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different problems." + "reason": "Tied lm_head weights and torch.compile SDPA failures are unrelated." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "TensorFlow backend installation packaging and PaddleOCR-VL loading are unrelated." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "ModelOutput key assignment vs non-persistent buffer junk are different regressions." + "reason": "Qwen3 MoE deepspeed conversion and missing gradient_checkpointing flag are different issues." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Both are v5 model-loading regressions, but base_model_prefix loading and custom model initialization are distinct failure modes." + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are unrelated." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max length are unrelated tokenizer/model issues." + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "MIMI padding-mask batching bug and Gemma3 NaN embeddings from sliding-window attention are different code paths." + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator TypeError are unrelated." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder loading are unrelated model-specific bugs." + "reason": "High perplexity on WikiText and LoRA gradient-checkpointing ineffectiveness are unrelated." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "torch.export/torch_compilable_check failure is not the same as bfloat16 dtype mismatches." + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Non-persistent buffers being filled with junk is unrelated to ModelOutput key assignment." + "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long OCR index errors are different model-specific issues." + "reason": "Tied lm_head weights and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model offload load failure and generic quantization offloading issues are too different to merge." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall read is directionally reasonable, but it overstates the evidence in the two accepted soft edges. From the packet we only have titles/metadata, and neither 43493\u219443994 nor 45325\u219445381 is shown to be the same bug; they are only clearly related by model/failure area. The reasons should stay conservative (e.g. \"likely related\" or \"possibly duplicate\") rather than asserting a shared implementation mismatch or same code path. The rest of the false verdicts are mostly conservative, but the two true verdicts are too strong for the available evidence, so I would reject." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4362,99 +4496,94 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 14, + "review_unit_index": 15, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:34634", - "issue:35707", - "issue:40444", + "issue:26413", + "issue:28530", + "issue:36010", + "issue:36331", "issue:40990", - "issue:41553", "issue:41720", "issue:42617", - "issue:42796", "issue:42915", - "issue:42947", - "issue:43257", - "issue:43262", - "issue:43317", + "issue:43065", + "issue:43295", + "issue:43322", "issue:43377", + "issue:43450", "issue:43454", - "issue:43493", "issue:43550", - "issue:43582", - "issue:43606", - "issue:43701", - "issue:43746", - "issue:43818", - "issue:43819", - "issue:43828", + "issue:43572", + "issue:43646", + "issue:43720", + "issue:43749", "issue:43873", - "issue:43994", "issue:44186", - "issue:44265", - "issue:44291", + "issue:44387", + "issue:44451", "issue:44466", - "issue:44479", - "issue:44568", - "issue:44610", - "issue:44829", + "issue:44534", + "issue:44756", "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", "issue:45072", - "issue:45325", "issue:45357", - "issue:45381", - "issue:45479", - "issue:45584", + "issue:45685", "issue:45701", - "issue:45823", - "issue:45920", - "issue:45923", - "issue:46209", + "issue:45704", + "issue:45759", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46612", + "issue:46665", "issue:46821", - "issue:47217" + "issue:46858", + "issue:46897", + "issue:47020", + "issue:47317" ], "soft_pairs": [ - "issue:40444|issue:45381", - "issue:43818|issue:45357", - "issue:43493|issue:43994", - "issue:45325|issue:45381", - "issue:43454|issue:44466", - "issue:44829|issue:45479", - "issue:44291|issue:44877", - "issue:40444|issue:47217", - "issue:43873|issue:45701", - "issue:43701|issue:45325", - "issue:42796|issue:45381", - "issue:43606|issue:44265", - "issue:44479|issue:45823", - "issue:43828|issue:46821", - "issue:43262|issue:43746", - "issue:40990|issue:45584", - "issue:34634|issue:35707", - "issue:35707|issue:41720", - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:43606|issue:43819", - "issue:43454|issue:43550", - "issue:45823|issue:46821", - "issue:43257|issue:45923", - "issue:42617|issue:42915", - "issue:42796|issue:46209", - "issue:41553|issue:43582", - "issue:40990|issue:42947", - "issue:44568|issue:45920", - "issue:43377|issue:44610", - "issue:43454|issue:45072", - "issue:43317|issue:43873" + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43065|issue:46402", + "issue:44451|issue:47020", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:36010|issue:42617", + "issue:43550|issue:43720", + "issue:43646|issue:46665" ], - "prepared_review_unit_hash": "6a751c6ebd38b2198b745a4d97cdd6390bc03f1a1bba19ef67bd15ea4a66587c", + "prepared_review_unit_hash": "f473114d64de0132d0e4d5a2a64e3858cd9eebcb9246f6c8eef4f0f844b0db20", "component_budget": { "node_count": 528, "item_count": 528, @@ -4464,225 +4593,198 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37583, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35475, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Conservative triage: most pairs are clearly distinct, and the two model-related soft edges are only related by failure area, not proven duplicates from titles/metadata alone. I would reject both soft edges and keep the Qwen2.5-VL issue as the best representative in that narrow area.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45381 is the clearest, most concrete Qwen2.5-VL position/rope-index regression report in the set, so it is the best representative issue for this narrow area.", + "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across loading, tokenization, generation, quantization, and model-specific behavior. I would not merge any of the soft-edge pairs as the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43646 is the broadest, most central regression report in the set: a Transformers 5.0.0 custom-initialization breakage. If one issue must anchor this mixed group, it is the most representative umbrella for the version-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "45381 is the most actionable and specific issue here, with a direct regression description and a well-scoped code path to investigate.", + "best_issue_reason": "43646 is the best single representative because it is a general API/regression report rather than a narrow model-specific symptom, so it is the most plausible catch-all among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Different failures: multi-image finetuning/dataset handling vs video position-id regression." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Different models and bugs: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization." - }, - { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Both involve SigLIP2 output discrepancies, but the metadata only shows a likely related symptom family; not enough evidence to call them the same bug." + "reason": "Different failure modes: FSDP RAM-efficient loading vs non-persistent buffer serialization/junk values." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both point to Qwen2.5-VL position/rope indexing, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not proven duplicate." + "reason": "Unrelated trainer API mismatch versus a 3D parallel example/runtime failure." }, { "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Both mention tied weights, but one is a config/tie bug and the other is a device-dependent serialization regression." - }, - { - "left": "issue:44829", - "right": "issue:45479", + "right": "issue:43720", "accept": false, - "reason": "Unrelated training bugs: flash_attention_3 behavior vs single-label classification zero-loss degeneration." + "reason": "Both are weight/loading problems, but they affect different models and code paths: tied lm_head weights vs packed-weight unpacking under accelerate." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Different subsystems: init_empty_weights argument handling vs strict config loading for granite_speech." + "reason": "Different model paths and bugs: MIMI padding-mask batching issue vs Perceiver positional interpolation at non-default resolution." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Both involve VL prompts, but the concrete failures differ: multi-image finetuning vs image placeholder in user text." + "reason": "Both involve model execution failures, but one is an A800 device-mapping assert and the other is a Llava Next segfault on load." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Quantization/offload behavior vs tokenization changes across versions are unrelated." + "reason": "Both are config-related, but one is a missing pad_token_idx and the other is wrong text_config unwrapping for composite multimodal configs." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." + "reason": "Completely different areas: streaming mask off-by-one versus tokenizer lookup performance regression." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + "reason": "Trainer custom-loss signature mismatch is unrelated to Qwen3Moe FP8 configuration failure." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export support for torch_compilable_check." + "reason": "Both touch model loading/saving, but one is a Llava Next segfault and the other is sinq quantized model round-trip corruption." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both are regressions, but in different models and code paths: video input handling vs Gemma4 PLE device map mismatch." + "reason": "Both are loading failures, but one is strict config validation and the other is tokenizer construction for a specific model." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Different Qwen3.5 failures: device-mapping assert versus flash-attention generation correctness." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech checkpoint loading." + "reason": "Both mention memory issues, but one is int4 quantization reserved-memory OOM and the other is an apex RMSNorm leak in T5." }, { "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity regression and Whisper empty-transcription generation failure are unrelated symptoms." - }, - { - "left": "issue:34634", - "right": "issue:35707", + "right": "issue:45701", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are different bugs." + "reason": "Perplexity anomaly on one model is not the same as a tokenization-behavior regression." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Device-mapping assert on Qwen3 is unrelated to the 3d_parallel.py execution failure." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to export-time torch_compilable_check failures." + "reason": "Video processor shape bug is unrelated to tokenization changes." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:46897", + "right": "issue:47317", "accept": false, - "reason": "Both involve device mapping, but the models and failure modes differ too much to be the same bug." + "reason": "Both are training-loss bugs, but they are model-specific and described as separate issues, not one shared code-path defect." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." + "reason": "Different serialization regressions affecting different components: lm_head.weight vs visual encoder keys." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Tied lm_head weights and torch.compile SDPA failures are unrelated." + "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different problems." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Resume-from-checkpoint epoch iterator failure is unrelated to early stopping metric selection." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Qwen3 MoE deepspeed conversion and missing gradient_checkpointing flag are different issues." + "reason": "Tokenizer batching crash and bfloat16 dtype mismatch are different subsystems and bugs." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are unrelated." + "reason": "MPS histogram limitation on Int tensors is unrelated to a TimesFM window_size AttributeError." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." + "reason": "Both are Sam3-related, but one is a dummy Conv2d placeholder and the other is missing text-encoder weight loading." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator TypeError are unrelated." + "reason": "Tokenizer loading failures, but one is ScandiBERT-specific loading and the other is an XLMRoberta/Unigram constructor mismatch." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "High perplexity on WikiText and LoRA gradient-checkpointing ineffectiveness are unrelated." + "reason": "Custom processor/tokenizer API regression is not the same as a general tokenization-behavior change." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." + "reason": "Both involve generation/cache internals, but one is beam-search cache reorder and the other is prefill seq-length tensor arithmetic under torch.compile." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Tied lm_head weights and bfloat16 dtype mismatch are unrelated." + "reason": "torch.compile SDPA failure for Bamba is unrelated to accelerate loading of packed BitNet weights." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Dequantized model offload load failure and generic quantization offloading issues are too different to merge." + "reason": "Both mention model initialization/loading, but one is a broad Transformers 5.0 breakage while the other is an inconsistency specific to from_pretrained inside Python classes." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall read is directionally reasonable, but it overstates the evidence in the two accepted soft edges. From the packet we only have titles/metadata, and neither 43493\u219443994 nor 45325\u219445381 is shown to be the same bug; they are only clearly related by model/failure area. The reasons should stay conservative (e.g. \"likely related\" or \"possibly duplicate\") rather than asserting a shared implementation mismatch or same code path. The rest of the false verdicts are mostly conservative, but the two true verdicts are too strong for the available evidence, so I would reject." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4691,94 +4793,94 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 15, + "review_unit_index": 16, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:26413", "issue:28530", - "issue:36010", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:34634", + "issue:36032", "issue:36331", - "issue:40990", "issue:41720", - "issue:42617", "issue:42915", - "issue:43065", - "issue:43295", - "issue:43322", - "issue:43377", - "issue:43450", - "issue:43454", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", "issue:43550", "issue:43572", - "issue:43646", - "issue:43720", - "issue:43749", - "issue:43873", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43716", + "issue:43881", + "issue:44008", "issue:44186", - "issue:44387", - "issue:44451", - "issue:44466", - "issue:44534", - "issue:44756", - "issue:44877", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", "issue:44898", - "issue:44977", - "issue:44991", - "issue:45072", + "issue:44913", + "issue:45161", "issue:45357", - "issue:45685", - "issue:45701", - "issue:45704", - "issue:45759", - "issue:46050", - "issue:46305", - "issue:46315", - "issue:46402", - "issue:46612", - "issue:46665", + "issue:45406", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", "issue:46821", "issue:46858", - "issue:46897", - "issue:47020", - "issue:47317" + "issue:46869", + "issue:46894", + "issue:47317", + "issue:47337" ], "soft_pairs": [ - "issue:43749|issue:44534", - "issue:36331|issue:42617", - "issue:43454|issue:43720", - "issue:43377|issue:44898", - "issue:41720|issue:43322", - "issue:43572|issue:45759", - "issue:46305|issue:46315", - "issue:36331|issue:42915", - "issue:43322|issue:46050", - "issue:44877|issue:44991", - "issue:41720|issue:44977", - "issue:44387|issue:45704", - "issue:40990|issue:45701", - "issue:41720|issue:42617", - "issue:43450|issue:45701", - "issue:46897|issue:47317", - "issue:44466|issue:45357", - "issue:43873|issue:44756", - "issue:26413|issue:28530", - "issue:44186|issue:45072", - "issue:45685|issue:46821", - "issue:43065|issue:46402", - "issue:44451|issue:47020", - "issue:43295|issue:45701", - "issue:46612|issue:46858", - "issue:36010|issue:42617", - "issue:43550|issue:43720", - "issue:43646|issue:46665" + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:44423|issue:45406", + "issue:28530|issue:33666", + "issue:44008|issue:45823", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:45479|issue:47317", + "issue:44671|issue:44743", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:46894|issue:47317", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:30064|issue:34634" ], - "prepared_review_unit_hash": "f473114d64de0132d0e4d5a2a64e3858cd9eebcb9246f6c8eef4f0f844b0db20", + "prepared_review_unit_hash": "c330a6b538a4d9f2a8b866a5b35bf0b43665c037705b6c9feb071849d7e3e226", "component_budget": { "node_count": 528, "item_count": 528, @@ -4791,189 +4893,189 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35475, - "estimated_input_tokens": 8869, - "estimated_eval_tokens": 17994 + "serialized_chars": 35632, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across loading, tokenization, generation, quantization, and model-specific behavior. I would not merge any of the soft-edge pairs as the same underlying bug/change.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 43646 is the broadest, most central regression report in the set: a Transformers 5.0.0 custom-initialization breakage. If one issue must anchor this mixed group, it is the most representative umbrella for the version-regression theme.", + "summary": "This cluster is a broad false-positive mix of unrelated issue reports across tokenizers, multimodal processors, training, cache/generation, and device-mapping paths; none of the soft pairs look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46858 is the clearest, most technically specific bug report in the set and best represents the runtime/caching side of the cluster; the rest are mostly unrelated one-off model or API issues.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single representative because it is a general API/regression report rather than a narrow model-specific symptom, so it is the most plausible catch-all among otherwise unrelated issues.", + "best_issue_reason": "issue:46858 has the strongest concrete failure description and most actionable low-level symptom, making it the best representative issue here even though the cluster does not center on a single duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different failure modes: FSDP RAM-efficient loading vs non-persistent buffer serialization/junk values." + "reason": "Different failures: dtype propagation on Blip2 loading vs resume_from_checkpoint max_steps recalculation." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Unrelated trainer API mismatch versus a 3D parallel example/runtime failure." + "reason": "Both are processor-related, but one is a LayoutLMv2 tokenizer/NER padding crash and the other is an OmDet-Turbo image-size mismatch." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both are weight/loading problems, but they affect different models and code paths: tied lm_head weights vs packed-weight unpacking under accelerate." + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Different model paths and bugs: MIMI padding-mask batching issue vs Perceiver positional interpolation at non-default resolution." + "reason": "Both are load failures, but for unrelated models with different causes and code paths." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Both involve model execution failures, but one is an A800 device-mapping assert and the other is a Llava Next segfault on load." + "reason": "Different multimodal bugs: untied lm_head in Mistral3ForConditionalGeneration vs incorrect visual encoder keys saved by Qwen3.5." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Both are config-related, but one is a missing pad_token_idx and the other is wrong text_config unwrapping for composite multimodal configs." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Completely different areas: streaming mask off-by-one versus tokenizer lookup performance regression." + "reason": "Quantization/offload themes overlap, but these are distinct failures in different models and loading paths." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Trainer custom-loss signature mismatch is unrelated to Qwen3Moe FP8 configuration failure." + "reason": "Both involve image handling, but one is a processor output-size bug and the other is a Perceiver resolution/interpolation failure." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Both touch model loading/saving, but one is a Llava Next segfault and the other is sinq quantized model round-trip corruption." + "reason": "Different parallelism bugs: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallelism not working." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Both are loading failures, but one is strict config validation and the other is tokenizer construction for a specific model." + "reason": "Serve crashes in different ways: continuous-batching multimodal input handling vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Different Qwen3.5 failures: device-mapping assert versus flash-attention generation correctness." + "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both mention memory issues, but one is int4 quantization reserved-memory OOM and the other is an apex RMSNorm leak in T5." + "reason": "Gemma3n variable collision causing missing audio_mel_mask is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Perplexity anomaly on one model is not the same as a tokenization-behavior regression." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different bugs." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Device-mapping assert on Qwen3 is unrelated to the 3d_parallel.py execution failure." + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/revision requirement are unrelated." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Video processor shape bug is unrelated to tokenization changes." + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { - "left": "issue:46897", - "right": "issue:47317", + "left": "issue:43441", + "right": "issue:47337", "accept": false, - "reason": "Both are training-loss bugs, but they are model-specific and described as separate issues, not one shared code-path defect." + "reason": "FlashAttention compatibility in Ministral-3 and a flaky bbox coordinate test are not the same underlying issue." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Different serialization regressions affecting different components: lm_head.weight vs visual encoder keys." + "reason": "Both touch cache logic, but one is serve/KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:45479", + "right": "issue:47317", "accept": false, - "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different problems." + "reason": "A degenerate loss for single-label classification with num_labels=1 is not the same as a model-specific training-loss bug." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Resume-from-checkpoint epoch iterator failure is unrelated to early stopping metric selection." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model-specific defects." }, { "left": "issue:44186", - "right": "issue:45072", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer batching crash and bfloat16 dtype mismatch are different subsystems and bugs." + "reason": "Both are tokenizer failures, but they affect different tokenizers and have different crash modes." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "MPS histogram limitation on Int tensors is unrelated to a TimesFM window_size AttributeError." + "reason": "Compiled forward chunked generation inconsistency is distinct from the static-cache seq_length device-tensor arithmetic bug." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both are Sam3-related, but one is a dummy Conv2d placeholder and the other is missing text-encoder weight loading." + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-system bugs." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer loading failures, but one is ScandiBERT-specific loading and the other is an XLMRoberta/Unigram constructor mismatch." + "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:46894", + "right": "issue:47317", "accept": false, - "reason": "Custom processor/tokenizer API regression is not the same as a general tokenization-behavior change." + "reason": "Both mention training loss, but they are model-specific bugs with different mechanics and no shared code path shown." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Both involve generation/cache internals, but one is beam-search cache reorder and the other is prefill seq-length tensor arithmetic under torch.compile." + "reason": "Early stopping metric resolution and void segmentation-map processing are unrelated." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to accelerate loading of packed BitNet weights." + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer issues." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Both mention model initialization/loading, but one is a broad Transformers 5.0 breakage while the other is an inconsistency specific to from_pretrained inside Python classes." + "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset support are unrelated." } ] }, @@ -4988,94 +5090,96 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 16, + "review_unit_index": 17, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:28530", - "issue:29159", - "issue:30064", - "issue:33666", + "issue:33357", + "issue:34567", "issue:34634", - "issue:36032", - "issue:36331", + "issue:35707", "issue:41720", + "issue:42490", "issue:42915", - "issue:43316", - "issue:43317", - "issue:43404", - "issue:43441", + "issue:43257", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43526", "issue:43531", + "issue:43540", "issue:43550", - "issue:43572", - "issue:43577", "issue:43606", - "issue:43708", - "issue:43716", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", "issue:43881", - "issue:44008", - "issue:44186", - "issue:44361", - "issue:44423", - "issue:44464", - "issue:44488", - "issue:44610", - "issue:44671", - "issue:44734", - "issue:44743", - "issue:44898", - "issue:44913", - "issue:45161", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", "issue:45357", "issue:45406", - "issue:45479", - "issue:45632", - "issue:45684", - "issue:45823", - "issue:46291", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", "issue:46821", "issue:46858", - "issue:46869", - "issue:46894", - "issue:47317", - "issue:47337" + "issue:47020", + "issue:47145", + "issue:47254" ], "soft_pairs": [ - "issue:43577|issue:43708", - "issue:44186|issue:44610", - "issue:43550|issue:43606", - "issue:43881|issue:44488", - "issue:43404|issue:45357", - "issue:46821|issue:46869", - "issue:42915|issue:43317", - "issue:44610|issue:44898", - "issue:41720|issue:45161", - "issue:44423|issue:45406", - "issue:28530|issue:33666", - "issue:44008|issue:45823", - "issue:43531|issue:43572", - "issue:42915|issue:46291", - "issue:36331|issue:41720", - "issue:43441|issue:47337", - "issue:44734|issue:46858", - "issue:45479|issue:47317", - "issue:44671|issue:44743", - "issue:44186|issue:44361", - "issue:44464|issue:46858", - "issue:45632|issue:45684", - "issue:43716|issue:46821", - "issue:46894|issue:47317", - "issue:28530|issue:30064", - "issue:43316|issue:44913", - "issue:29159|issue:36032", - "issue:30064|issue:34634" + "issue:43452|issue:47020", + "issue:43881|issue:44991", + "issue:42915|issue:43322", + "issue:45701|issue:47145", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43526|issue:43883", + "issue:43540|issue:43782", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:43540|issue:46858", + "issue:44077|issue:44625", + "issue:43644|issue:46665" ], - "prepared_review_unit_hash": "c330a6b538a4d9f2a8b866a5b35bf0b43665c037705b6c9feb071849d7e3e226", + "prepared_review_unit_hash": "a9142642b343f1ad5d5b9d4b5cbb9c56dc60896fdc6a0e7f345aaa9c1b829bc5", "component_budget": { "node_count": 528, "item_count": 528, @@ -5085,192 +5189,198 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35632, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36356, + "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 a broad false-positive mix of unrelated issue reports across tokenizers, multimodal processors, training, cache/generation, and device-mapping paths; none of the soft pairs look like true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46858 is the clearest, most technically specific bug report in the set and best represents the runtime/caching side of the cluster; the rest are mostly unrelated one-off model or API issues.", + "summary": "The soft pairs are mostly semantically similar but not true duplicates: they describe different models, different code paths, or different failure modes. No PRs are present. I\u2019d treat this cluster as loosely related loading/runtime issues, not mergeable duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the best representative if one must be chosen: it has the strongest discussion/inbound-reference signal and sits at the center of the broader offloading/quantization/runtime-loading theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 has the strongest concrete failure description and most actionable low-level symptom, making it the best representative issue here even though the cluster does not center on a single duplicate bug.", + "best_issue_reason": "issue:43873 is the most central and impactful issue in the set, with the highest external signal and a broad runtime failure surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Different failures: dtype propagation on Blip2 loading vs resume_from_checkpoint max_steps recalculation." + "reason": "Both are tokenizer/load failures, but one is about gguf_file handling for AutoTokenizer/AutoModel, while the other is an XLMRobertaTokenizer/Unigram type mismatch." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both are processor-related, but one is a LayoutLMv2 tokenizer/NER padding crash and the other is an OmDet-Turbo image-size mismatch." + "reason": "Both are model-loading failures, but they affect different models and different breakpoints: glm-4v-9b loading versus tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." + "reason": "One is a FineGrainedFP8Config failure for Qwen3Moe; the other is a segmentation fault when loading Llava Next. Different model families and failure modes." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:45701", + "right": "issue:47145", "accept": false, - "reason": "Both are load failures, but for unrelated models with different causes and code paths." + "reason": "Both mention tokenization/version-sensitive behavior, but one is a tokenization drift report and the other is a compressed-tensors FP8 weight_scale bug." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Different multimodal bugs: untied lm_head in Mistral3ForConditionalGeneration vs incorrect visual encoder keys saved by Qwen3.5." + "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." + "reason": "Both concern runtime/model behavior, but one is offloading with quantization while the other is a T5-specific Apex RMSNorm memory leak." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Quantization/offload themes overlap, but these are distinct failures in different models and loading paths." + "reason": "BeitImageProcessorFast reduce_labels is an image-preprocessing bug; Molmo all_tied_weights_keys is a model attribute/load issue." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both involve image handling, but one is a processor output-size bug and the other is a Perceiver resolution/interpolation failure." + "reason": "One is a video-input processing ValueError in Qwen3OmniMoe; the other is a from_pretrained weight_only=True error in Qwen3VL." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Different parallelism bugs: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallelism not working." + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Serve crashes in different ways: continuous-batching multimodal input handling vs Gemma4Processor missing _tokenizer." + "reason": "Both involve Qwen3 MoE/composite configs, but one is a sliding_window issue and the other is AutoModelForCausalLM.from_config not unwrapping text_config." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + "reason": "Non-persistent buffers filled with junk is a framework regression; inconsistent from_pretrained behavior inside Python classes is a separate API behavior issue." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Gemma3n variable collision causing missing audio_mel_mask is unrelated to Gemma4 PLE device mismatch." + "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different bugs." + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a GPU/device-mapping failure; GraniteSpeech PEFT local-checkpoint loading is a different loader path." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels v0.15 import/revision requirement are unrelated." + "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed and a PEFT/ZeRO-3 checkpoint error are both training/loading issues but not the same code path." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Both are CI/runtime loading problems, but one is device mismatch with CPU offload and the other is unpacking packed BitNet weights during accelerate loading." }, { - "left": "issue:43441", - "right": "issue:47337", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "FlashAttention compatibility in Ministral-3 and a flaky bbox coordinate test are not the same underlying issue." + "reason": "A trailing-slash import warning and a video-branch undefined-variable bug in multimodal token counting are different defects." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Both touch cache logic, but one is serve/KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to streaming chat/completions failures for Qwen3.5-0.8B." }, { - "left": "issue:45479", - "right": "issue:47317", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "A degenerate loss for single-label classification with num_labels=1 is not the same as a model-specific training-loss bug." + "reason": "TrainerState num_input_tokens_seen not updating is a trainer bookkeeping bug, not a generation-path issue with inputs_embeds/past_key_values." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model-specific defects." + "reason": "Both mention Qwen3-MoE/sizing behavior, but sliding_window and TimesFM window_size AttributeError are distinct models and APIs." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Both are tokenizer failures, but they affect different tokenizers and have different crash modes." + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated model-specific bugs." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Compiled forward chunked generation inconsistency is distinct from the static-cache seq_length device-tensor arithmetic bug." + "reason": "Sliding_window in Qwen3-MoE is unrelated to the Float8 storage lookup error when loading quantized checkpoints." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-system bugs." + "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are different subsystems and failure classes." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "gather_for_metrics tuple-label truncation and SAM3 PCS text/bbox odd behavior are different evaluation versus multimodal-input bugs." }, { - "left": "issue:46894", - "right": "issue:47317", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Both mention training loss, but they are model-specific bugs with different mechanics and no shared code path shown." + "reason": "Both involve Qwen3.5/MoE configs, but one is from_config text_config unwrapping and the other is CPU-offload incompatibility in rotary embedding forward." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Early stopping metric resolution and void segmentation-map processing are unrelated." + "reason": "ScandiBERT loading failure and est-roberta tokenizer failure are separate model/tokenizer regressions." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." + "reason": "Saving incorrect visual encoder keys and text encoder weights not loaded are opposite sides of Qwen3.5 vs Sam3 model handling, not the same bug." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer issues." + "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated runtime paths." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset support are unrelated." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are distinct config/architecture issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers v5 is a framework initialization regression; from_pretrained inside Python classes is a different loading-context inconsistency." } ] }, @@ -5285,7 +5395,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 17, + "review_unit_index": 18, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -5294,295 +5404,276 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-528", "nodes": [ - "issue:33357", - "issue:34567", - "issue:34634", - "issue:35707", + "issue:30064", + "issue:36010", + "issue:39692", "issue:41720", - "issue:42490", - "issue:42915", - "issue:43257", - "issue:43322", - "issue:43329", - "issue:43388", - "issue:43452", - "issue:43526", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43606", - "issue:43644", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", "issue:43653", - "issue:43720", + "issue:43673", "issue:43746", - "issue:43782", + "issue:43844", "issue:43873", - "issue:43881", - "issue:43883", - "issue:44077", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", "issue:44451", - "issue:44492", - "issue:44509", - "issue:44534", - "issue:44589", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", "issue:44625", - "issue:44991", - "issue:45059", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", "issue:45357", - "issue:45406", - "issue:45464", - "issue:45701", + "issue:45479", "issue:45704", - "issue:45759", - "issue:45859", - "issue:46402", - "issue:46665", - "issue:46821", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", "issue:46858", - "issue:47020", - "issue:47145", - "issue:47254" + "issue:47050", + "issue:47333", + "issue:47337" ], "soft_pairs": [ - "issue:43452|issue:47020", - "issue:43881|issue:44991", - "issue:42915|issue:43322", - "issue:45701|issue:47145", - "issue:33357|issue:35707", - "issue:43873|issue:45704", - "issue:43526|issue:43883", - "issue:43540|issue:43782", - "issue:44492|issue:44509", - "issue:43531|issue:45759", - "issue:44534|issue:46665", - "issue:43550|issue:43653", - "issue:41720|issue:43746", - "issue:43257|issue:47254", - "issue:43606|issue:43720", - "issue:42490|issue:43329", - "issue:45406|issue:45464", - "issue:34567|issue:35707", - "issue:43531|issue:46821", - "issue:34634|issue:41720", - "issue:43531|issue:44589", - "issue:43606|issue:43653", - "issue:43388|issue:45059", - "issue:45759|issue:45859", - "issue:44451|issue:44991", - "issue:45357|issue:46402", - "issue:43540|issue:46858", - "issue:44077|issue:44625", - "issue:43644|issue:46665" - ], - "prepared_review_unit_hash": "a9142642b343f1ad5d5b9d4b5cbb9c56dc60896fdc6a0e7f345aaa9c1b829bc5", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36356, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "issue:45923|issue:47333", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:43746|issue:46050", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:44995|issue:46858" + ], + "prepared_review_unit_hash": "4cc448d1e1d4be9b9d3699cfacd1481c2e4cff0081485c70ecf99c887f634a6d", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly semantically similar but not true duplicates: they describe different models, different code paths, or different failure modes. No PRs are present. I\u2019d treat this cluster as loosely related loading/runtime issues, not mergeable duplicates.", + "summary": "This set is mostly a grab bag of unrelated transformer issues; I only see two true duplicate pairs: the HF_HUB_OFFLINE tokenizer failure and the Qwen2_5_VLProcessor batched apply_chat_template crash.", "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the best representative if one must be chosen: it has the strongest discussion/inbound-reference signal and sits at the center of the broader offloading/quantization/runtime-loading theme.", + "canonical_issue_reason": "issue:44843 is the most diagnostic report in the set because it names the concrete offline failure path (`_patch_mistral_regex` calling `model_info()`), which matches the broader tokenizer-cache symptom in issue:42886.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most central and impactful issue in the set, with the highest external signal and a broad runtime failure surface.", + "best_issue_reason": "issue:44843 is the clearest actionable issue here: it identifies a specific codepath and root cause, making it the best representative issue among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:47020", - "accept": false, - "reason": "Both are tokenizer/load failures, but one is about gguf_file handling for AutoTokenizer/AutoModel, while the other is an XLMRobertaTokenizer/Unigram type mismatch." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Both are model-loading failures, but they affect different models and different breakpoints: glm-4v-9b loading versus tokenizer loading for EMBEDDIA/est-roberta." - }, - { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:45923", + "right": "issue:47333", "accept": false, - "reason": "One is a FineGrainedFP8Config failure for Qwen3Moe; the other is a segmentation fault when loading Llava Next. Different model families and failure modes." + "reason": "Different bugs: a missing capability flag on a trust_remote_code model vs. disk-offloaded save failure." }, { - "left": "issue:45701", - "right": "issue:47145", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Both mention tokenization/version-sensitive behavior, but one is a tokenization drift report and the other is a compressed-tensors FP8 weight_scale bug." + "reason": "Model-loading failure and image-processor torchvision dependency are separate problems." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "One is an AddedToken constructor TypeError; the other is a model load failure for ScandiBERT." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both concern runtime/model behavior, but one is offloading with quantization while the other is a T5-specific Apex RMSNorm memory leak." + "reason": "Perceiver resize handling and bfloat16 dtype mismatches are unrelated codepaths." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels is an image-preprocessing bug; Molmo all_tied_weights_keys is a model attribute/load issue." + "reason": "Both involve classification config, but one is num_labels propagation and the other is a zero-loss bug." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "One is a video-input processing ValueError in Qwen3OmniMoe; the other is a from_pretrained weight_only=True error in Qwen3VL." + "reason": "Different trainer failures: SFT embedding unpacking vs. evaluate() after train()." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the ZeRO-3 gradient regression." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Both involve Qwen3 MoE/composite configs, but one is a sliding_window issue and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Both touch vision processors, but they are different bugs: docs/model mismatch vs. wrong input resolution." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Non-persistent buffers filled with junk is a framework regression; inconsistent from_pretrained behavior inside Python classes is a separate API behavior issue." + "reason": "CUDA assert in Qwen3 device mapping is unrelated to the T5/apex RMSNorm memory leak." }, { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer-loading bug: HF_HUB_OFFLINE cache loading breaks, and 44843 identifies the `_patch_mistral_regex`/`model_info()` cause." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a GPU/device-mapping failure; GraniteSpeech PEFT local-checkpoint loading is a different loader path." + "reason": "A Qwen3.5 tie_word_embeddings warning is not the same as incorrect visual encoder key saving." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed and a PEFT/ZeRO-3 checkpoint error are both training/loading issues but not the same code path." + "reason": "Checkpointing in eval mode and an apex RMSNorm leak are different issues." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Both are CI/runtime loading problems, but one is device mismatch with CPU offload and the other is unpacking packed BitNet weights during accelerate loading." + "reason": "Local PEFT checkpoint loading and sinq quantized save/load breakage are distinct persistence bugs." }, { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "A trailing-slash import warning and a video-branch undefined-variable bug in multimodal token counting are different defects." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched-padding=False crash, just reported twice." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to streaming chat/completions failures for Qwen3.5-0.8B." + "reason": "Runtime special-token post-processing and DiaConfig custom token ID loss after save/load are different tokenization bugs." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "TrainerState num_input_tokens_seen not updating is a trainer bookkeeping bug, not a generation-path issue with inputs_embeds/past_key_values." + "reason": "Video padding calculation and long-context FA2 performance regression are unrelated." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Both mention Qwen3-MoE/sizing behavior, but sliding_window and TimesFM window_size AttributeError are distinct models and APIs." + "reason": "PEFT checkpoint loading and offloading-with-quantization are different failure modes." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated model-specific bugs." + "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Sliding_window in Qwen3-MoE is unrelated to the Float8 storage lookup error when loading quantized checkpoints." + "reason": "Both mention SigLIP2, but one is a docs/example failure and the other is an HF-vs-JAX implementation discrepancy." }, { - "left": "issue:43606", + "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are different subsystems and failure classes." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "gather_for_metrics tuple-label truncation and SAM3 PCS text/bbox odd behavior are different evaluation versus multimodal-input bugs." + "reason": "Special-token post-processor refresh and BigBird mask-token registration are different tokenizer issues." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43673", + "right": "issue:47337", "accept": false, - "reason": "Both involve Qwen3.5/MoE configs, but one is from_config text_config unwrapping and the other is CPU-offload incompatibility in rotary embedding forward." + "reason": "GenerationMixin cache/chunked_prefill and bbox-coordinate flaky test are unrelated." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "ScandiBERT loading failure and est-roberta tokenizer failure are separate model/tokenizer regressions." + "reason": "Different model-specific output bugs: SigLIP2 inference vs. CamemBERT masked LM predictions." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Saving incorrect visual encoder keys and text encoder weights not loaded are opposite sides of Qwen3.5 vs Sam3 model handling, not the same bug." + "reason": "Both are tokenizer-regex related, but the Mistral AttributeError and Kimi-K2.5 codec regression are not the same concrete bug." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated runtime paths." + "reason": "Incorrect use_cache results in Mamba2Mixer and T5 decoder-input validation messaging are unrelated." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are distinct config/architecture issues." + "reason": "Chunked generation inconsistencies under compiled forward and ONNX fp16 attention dtype mismatch are separate issues." }, { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Non-persistent buffer junk in Transformers v5 is a framework initialization regression; from_pretrained inside Python classes is a different loading-context inconsistency." + "reason": "Stale indexer cache crash in GlmMoeDsa and device-tensor seq_length arithmetic in static cache are different cache bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The two accepted pairs are well-supported duplicates, and the rest of the pair rejections do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5590,92 +5681,98 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 18, + "review_unit_index": 19, "review_unit_count": 65, "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-10000-528", "nodes": [ "issue:30064", - "issue:36010", + "issue:36331", "issue:39692", "issue:41720", - "issue:42886", - "issue:43381", + "issue:43295", + "issue:43335", "issue:43421", - "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", "issue:43653", - "issue:43673", - "issue:43746", - "issue:43844", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", "issue:43873", + "issue:43881", "issue:43927", - "issue:43994", "issue:44062", - "issue:44368", - "issue:44451", - "issue:44464", - "issue:44514", - "issue:44545", - "issue:44610", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", "issue:44625", - "issue:44671", + "issue:44661", + "issue:44821", "issue:44843", + "issue:44857", "issue:44898", - "issue:44918", - "issue:44936", - "issue:44987", - "issue:44995", - "issue:45042", - "issue:45072", + "issue:44991", "issue:45081", + "issue:45084", "issue:45356", - "issue:45357", - "issue:45479", - "issue:45704", - "issue:45923", - "issue:46032", - "issue:46050", - "issue:46463", - "issue:46655", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", "issue:46693", - "issue:46858", - "issue:47050", - "issue:47333", - "issue:47337" + "issue:46829", + "issue:46832", + "issue:47020", + "issue:47050" ], "soft_pairs": [ - "issue:45923|issue:47333", - "issue:44987|issue:45042", - "issue:44062|issue:44451", - "issue:44898|issue:45072", - "issue:44625|issue:45479", - "issue:44918|issue:44936", - "issue:43381|issue:43844", - "issue:39692|issue:44610", - "issue:41720|issue:45704", - "issue:42886|issue:44843", - "issue:44368|issue:45357", - "issue:43381|issue:45704", - "issue:43746|issue:46050", - "issue:44514|issue:44545", - "issue:43421|issue:43927", - "issue:46655|issue:46693", - "issue:43746|issue:43873", - "issue:30064|issue:36010", - "issue:39692|issue:43493", - "issue:43421|issue:43653", - "issue:43673|issue:47337", - "issue:43994|issue:44671", - "issue:45081|issue:45356", - "issue:46032|issue:46463", - "issue:44464|issue:47050", - "issue:44995|issue:46858" + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:43526|issue:43881", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:44220|issue:44661", + "issue:41720|issue:44991", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:44821|issue:45084", + "issue:45987|issue:46829", + "issue:43550|issue:43819", + "issue:43335|issue:43756" ], - "prepared_review_unit_hash": "8077d4d9291858396c2eaed7506ed9a56ac13c07a90c10bb4041cec453292f9f", + "prepared_review_unit_hash": "3210016bc13bc8f4594177adf856a02a998c8f0312a26601172816a440e0260c", "component_budget": { "node_count": 528, "item_count": 528, @@ -5685,289 +5782,312 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35380, - "estimated_input_tokens": 8845, - "estimated_eval_tokens": 17946 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37228, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated bug reports with one clear duplicate pair around `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input when `padding=False`.", - "confidence": 0.93, - "canonical_issue_reason": "Use issue 44514 as the canonical issue: it is the earlier, more specific report of the batched-input `padding=False` crash in `Qwen2_5_VLProcessor.apply_chat_template`.", + "summary": "No soft pair looks like a true duplicate; the set spans mostly unrelated model/tokenizer/config regressions. There are no PRs in the input, so the broadest active issue is the best canonical issue choice.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43873 is the most active open report (highest discussion and inbound references) and is broad enough to serve as the umbrella issue for triage in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the best representative because it most clearly states the concrete failure mode and matches the near-identical follow-up report 44545.", + "best_issue_reason": "issue:43873 is the strongest representative item overall because it has the most traffic and describes a cross-cutting user-facing regression rather than a narrow model-specific crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45923", - "right": "issue:47333", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different problems: missing `supports_gradient_checkpointing` flag vs inability to save a disk-offloaded Qwen3 model." + "reason": "Both involve Qwen VL/video paths, but one is a weight_only load error and the other is a video position-id bug; different concrete failures." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Both involve loading/quantization/offloading broadly, but they describe different concrete failures and code paths." + "reason": "Tokenizer internals vs LayoutLMv2 NER/padding crash; different code paths and symptoms." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Different tokenizer/model load errors: AddedToken keyword conflict vs failure to load a specific model." + "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "Unrelated image-resolution/interpolation bug vs dtype mismatch in bfloat16 inference." + "reason": "Both mention dtype/fp16 issues, but they affect different models and different export/runtime paths." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both mention `num_labels`, but one is a propagation bug in Qwen3.5 config and the other is a multi-model zero-loss classification issue." + "reason": "Documentation/example errors and a quantization offloading regression are not the same underlying bug." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Different training/runtime failures: embedding unpacking with TRL SFT trainer vs `evaluate()` after `train()`." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:47050", "accept": false, - "reason": "Both touch training behavior, but one is eval-mode gradient checkpointing and the other is a DeepSpeed ZeRO-3 gradient anomaly." + "reason": "Docs/example problems and Canine ONNX dtype mismatch are distinct issues." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Both are vision/model-processor mismatches, but they concern different models and distinct bugs." + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are unrelated implementation bugs." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 auto device mapping CUDA assert vs T5 Apex RMSNorm memory leak." + "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are different subsystems." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both are offline/cache related, but one is tokenizer cache loading and the other is an unconditional `model_info()` call in Mistral regex patching." + "reason": "Processor/tokenizer API regression is not the same as Kosmos2.5 long OCR index error." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Separate issues: a warning about `tie_word_embeddings` during LoRA fine-tuning vs incorrect visual encoder keys in save_pretrained." + "reason": "Both are video-input related, but they fail in different Qwen model families and different stages of processing." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "No shared concrete code path; gradient checkpointing eval-mode restriction is unrelated to T5 RMSNorm leak." + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig losing custom token IDs." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Both involve loading/saving models, but one is PEFT adapter local checkpoint loading and the other is quantized model persistence." + "reason": "Bamba compile failure and MLukeTokenizer AttributeError are different model/code-path bugs." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`; titles and failure mode match." + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is not the same as failing to load cjvt/sleng-bert." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is loss of custom token IDs after save/load." + "reason": "BigBird tokenizer special-token registration and BitNet accelerate loading are unrelated." }, { - "left": "issue:46655", + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Canine ONNX dtype mismatch are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding window and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Both affect generation/video performance broadly, but one is video processor padding and the other is FA2 long-context performance regression." + "reason": "Video position IDs bug and FA2 long-context performance regression do not share the same fix." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Different offloading-related bugs: PEFT local checkpoint loading vs quantization/offloading behavior." + "reason": "Tokenizer loading failure for one model is not the same as Unigram expecting a sequence in XLMRobertaTokenizer." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Unrelated failures: image processor segmentation-map handling vs a `GenerationMixin` import error." + "reason": "VideoPrism output field mismatch and RT-DETR feature-level TypeError are unrelated." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Same model family, but one is docs/example mismatch and quantization failure; the other is a discrepancy versus the original JAX implementation." + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping failure are different areas." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different tokenizer bugs: runtime post-processor refresh vs BigBird mask token registration/empty decode output." + "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." }, { - "left": "issue:43673", - "right": "issue:47337", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Completely different: missing `GenerationMixin` cache in v5 chunked prefill vs a flaky bbox-range test." + "reason": "base_model_prefix loading regression and Python-class from_pretrained inconsistency are not the same bug." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both are model-output quality issues, but for different models and unrelated causes (SigLIP2 vs CamemBERT)." + "reason": "ImageProcessor segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Both reference Mistral/Kimi tokenizer fixes, but one is an AttributeError in `_patch_mistral_regex` and the other is a regression with codec handling; not the same concrete bug." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failure are different model issues." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Different code paths: Mamba2Mixer cache correctness vs T5 decoder input validation error messaging." + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on backend_tokenizer; different concrete failures." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Both involve generation/export correctness, but one is compiled forward chunked generation and the other is ONNX fp16 export dtype mismatch." + "reason": "BigBird tokenizer special-token registration and DAC latent decoding mismatch are unrelated." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different cache bugs: stale indexer cache on second forward pass vs device-tensor sequence length breaking static-cache slice arithmetic." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded summary and conservative soft-edge calls. The duplicate/near-duplicate pair `issue:44514` / `issue:44545` is well supported by the packet, and the other pairings are reasonably rejected as distinct concrete failure modes rather than overstated matches." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 19, - "review_unit_count": 65, + "reason": "AutoImageProcessor URL loading and template-node compilation error do not share a code path." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract and VideoPrism hidden_states field mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA compile failure and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count issue are different model configuration 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": 27, + "review_unit_index": 20, + "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:30064", - "issue:36331", + "issue:34634", + "issue:36010", "issue:39692", - "issue:41720", - "issue:43295", - "issue:43335", + "issue:43322", "issue:43421", - "issue:43526", - "issue:43531", "issue:43540", "issue:43550", - "issue:43596", - "issue:43611", + "issue:43577", + "issue:43606", + "issue:43618", "issue:43643", - "issue:43653", - "issue:43720", - "issue:43756", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43749", "issue:43782", - "issue:43819", - "issue:43873", - "issue:43881", - "issue:43927", - "issue:44062", + "issue:43818", + "issue:44008", "issue:44186", - "issue:44220", - "issue:44361", - "issue:44488", - "issue:44625", - "issue:44661", - "issue:44821", - "issue:44843", - "issue:44857", - "issue:44898", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44877", + "issue:44936", + "issue:44977", "issue:44991", - "issue:45081", - "issue:45084", - "issue:45356", - "issue:45381", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45685", "issue:45834", - "issue:45907", "issue:45987", + "issue:46291", "issue:46294", - "issue:46665", - "issue:46693", - "issue:46829", - "issue:46832", + "issue:46463", + "issue:46752", + "issue:46858", + "issue:46932", "issue:47020", - "issue:47050" + "issue:47276", + "issue:47337" ], "soft_pairs": [ - "issue:43782|issue:45381", - "issue:43421|issue:44186", - "issue:45356|issue:45907", - "issue:44857|issue:47050", - "issue:39692|issue:43873", - "issue:43526|issue:43881", - "issue:39692|issue:47050", - "issue:43720|issue:43819", - "issue:43596|issue:44220", - "issue:43295|issue:45834", - "issue:43540|issue:46294", - "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:44062|issue:44488", - "issue:43653|issue:43720", - "issue:44625|issue:47050", - "issue:43531|issue:43643", - "issue:45381|issue:46693", - "issue:44488|issue:47020", - "issue:46829|issue:46832", - "issue:44220|issue:44661", - "issue:41720|issue:44991", - "issue:43611|issue:46665", - "issue:30064|issue:36331", - "issue:44186|issue:44898", - "issue:44843|issue:45081", - "issue:43653|issue:43819", - "issue:44821|issue:45084", - "issue:45987|issue:46829", - "issue:43550|issue:43819", - "issue:43335|issue:43756" + "issue:43540|issue:44008", + "issue:44008|issue:46858", + "issue:43643|issue:44877", + "issue:34634|issue:36010", + "issue:44991|issue:47020", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:44805|issue:44936", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:46294|issue:46463", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43716|issue:44008", + "issue:45563|issue:47276" ], - "prepared_review_unit_hash": "3210016bc13bc8f4594177adf856a02a998c8f0312a26601172816a440e0260c", + "prepared_review_unit_hash": "03a268d98809ec61d5f0907907c16ff1f58e032a70ea515ad2f166008390f400", "component_budget": { "node_count": 528, "item_count": 528, @@ -5979,208 +6099,184 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37228, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "soft_pair_count": 27, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the set spans mostly unrelated model/tokenizer/config regressions. There are no PRs in the input, so the broadest active issue is the best canonical issue choice.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43873 is the most active open report (highest discussion and inbound references) and is broad enough to serve as the umbrella issue for triage in this set.", + "summary": "These items are a loose collection of unrelated issue reports; the soft links are mostly broad thematic similarities rather than the same concrete bug. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is the broadest, most central report about recent transformers versions breaking `trust_remote_code`/remote-code models, with the strongest chance of subsuming nearby version-regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative item overall because it has the most traffic and describes a cross-cutting user-facing regression rather than a narrow model-specific crash.", + "best_issue_reason": "issue:45020 best represents the cluster because it is the highest-level, most reusable problem statement among the issues provided.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Both involve Qwen VL/video paths, but one is a weight_only load error and the other is a video position-id bug; different concrete failures." + "reason": "Different models and failure modes: Qwen3OmniMoe video input ValueError vs Gemma3n variable-name collision AttributeError." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Tokenizer internals vs LayoutLMv2 NER/padding crash; different code paths and symptoms." + "reason": "Both mention runtime tensor issues, but one is Gemma3n forward-name collision and the other is StaticCache sequence-length/type behavior; not the same bug." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." + "reason": "Both are config-loading problems, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different code paths." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Both mention dtype/fp16 issues, but they affect different models and different export/runtime paths." + "reason": "Unrelated: BarkProcessor voice_preset handling vs an import error for `GenerationMixin`." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Documentation/example errors and a quantization offloading regression are not the same underlying bug." + "reason": "Both are tokenizer-load regressions, but they target different models and likely different tokenizer constructors/code paths; not enough evidence of the same defect." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "CLIP output field assignment regression is unrelated to RTDetrV2 output drift." }, { - "left": "issue:39692", - "right": "issue:47050", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Docs/example problems and Canine ONNX dtype mismatch are distinct issues." + "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype casting; different subsystems." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are unrelated implementation bugs." + "reason": "Documentation example errors for SigLIP2 are unrelated to Kosmos2.5 OCR long-input indexing." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are different subsystems." + "reason": "44561 is a specific missing-helper regression (`is_torch_fx_available`), while 45020 is a broader remote-code breakage report; related theme, but not the same concrete bug." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as Kosmos2.5 long OCR index error." + "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crash vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Both are video-input related, but they fail in different Qwen model families and different stages of processing." + "reason": "Both are v5 output-regression reports, but for different models and behaviors (Pegasus generation vs CamemBERT masked LM)." }, { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig losing custom token IDs." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Bamba compile failure and MLukeTokenizer AttributeError are different model/code-path bugs." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken special-argument duplication is not the same as failing to load cjvt/sleng-bert." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "BigBird tokenizer special-token registration and BitNet accelerate loading are unrelated." - }, - { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Canine ONNX dtype mismatch are different problems." + "reason": "A tensor-mask shape mismatch is not the same underlying problem as trainer.evaluate failing after trainer.train()." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "Qwen3-MoE sliding window and AutoConfig trust_remote_code field loss are unrelated." + "reason": "Both mention IndexError, but one is empty chat-template input and the other is a flaky bbox-range test; unrelated." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Video position IDs bug and FA2 long-context performance regression do not share the same fix." + "reason": "Segfault while loading Llava Next models is unrelated to an MPS histogram kernel limitation on Int tensors." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for one model is not the same as Unigram expecting a sequence in XLMRobertaTokenizer." + "reason": "Tokenizer loading failure for a specific model is unrelated to `transformers.pipelines` import failing due to kernels version requirements." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "VideoPrism output field mismatch and RT-DETR feature-level TypeError are unrelated." + "reason": "Whisper empty-transcription generation failure and Kosmos2.5 long-OCR index error are different bugs." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping failure are different areas." + "reason": "Both involve post-processing/special tokens, but one is runtime special-token updates in TokenizersBackend and the other is Whisper `batch_decode` ignoring `skip_special_tokens`." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." + "reason": "Different mismatch classes and models: CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "base_model_prefix loading regression and Python-class from_pretrained inconsistency are not the same bug." + "reason": "Input validation XOR errors and zero-loss classification behavior are unrelated problems." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "ImageProcessor segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation error messaging." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failure are different model issues." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different model-specific failures." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on backend_tokenizer; different concrete failures." + "reason": "Blip2 dtype loading bug and Video-LLaVA temporal-attention/weight-sharing issue are not the same defect." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "BigBird tokenizer special-token registration and DAC latent decoding mismatch are unrelated." + "reason": "Both are backend/runtime mismatches, but one is a torch.compile+SDPA failure in Bamba and the other is bfloat16 dtype mismatch in other models." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation error do not share a code path." + "reason": "Non-persistent buffer initialization junk in v5 is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "StaticCache seq-length contract and VideoPrism hidden_states field mismatch are unrelated." + "reason": "Weight-only loading error for Qwen3VL is different from flash-attention generation issues in Qwen3.5." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Bamba SDPA compile failure and DAC from_latents mismatch are unrelated." + "reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma3n's audio_mel_mask attribute collision." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:45563", + "right": "issue:47276", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count issue are different model configuration problems." + "reason": "Both are warning-message issues, but they refer to different warnings in different generation paths; not the same bug." } ] }, @@ -6195,94 +6291,94 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 20, + "review_unit_index": 21, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-528", "nodes": [ + "issue:28218", + "issue:29159", "issue:34634", - "issue:36010", - "issue:39692", - "issue:43322", - "issue:43421", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", "issue:43540", - "issue:43550", "issue:43577", - "issue:43606", - "issue:43618", - "issue:43643", - "issue:43644", - "issue:43697", - "issue:43716", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", "issue:43749", "issue:43782", - "issue:43818", - "issue:44008", - "issue:44186", - "issue:44442", - "issue:44448", - "issue:44479", - "issue:44561", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44610", "issue:44671", - "issue:44805", - "issue:44811", - "issue:44877", - "issue:44936", - "issue:44977", - "issue:44991", + "issue:44912", + "issue:44964", + "issue:45003", "issue:45020", "issue:45072", - "issue:45183", - "issue:45479", - "issue:45563", - "issue:45584", - "issue:45685", - "issue:45834", - "issue:45987", - "issue:46291", - "issue:46294", - "issue:46463", - "issue:46752", - "issue:46858", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", "issue:46932", - "issue:47020", + "issue:47254", "issue:47276", + "issue:47332", + "issue:47333", "issue:47337" ], "soft_pairs": [ - "issue:43540|issue:44008", - "issue:44008|issue:46858", - "issue:43643|issue:44877", - "issue:34634|issue:36010", - "issue:44991|issue:47020", - "issue:43618|issue:43697", - "issue:45987|issue:46932", - "issue:39692|issue:45834", - "issue:44561|issue:45020", - "issue:44186|issue:44442", - "issue:44448|issue:44671", - "issue:44805|issue:44936", - "issue:46752|issue:47337", - "issue:43322|issue:45685", - "issue:44991|issue:46291", - "issue:45584|issue:45834", - "issue:43421|issue:44811", - "issue:43606|issue:45072", - "issue:45183|issue:45479", - "issue:46294|issue:46463", - "issue:44479|issue:45834", - "issue:43577|issue:43818", - "issue:43550|issue:45072", - "issue:43644|issue:43749", - "issue:43782|issue:44977", - "issue:43716|issue:44008", - "issue:45563|issue:47276" + "issue:43825|issue:43994", + "issue:43582|issue:46512", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43388|issue:46032", + "issue:43540|issue:45381", + "issue:47276|issue:47337", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:46697|issue:46728", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:43782|issue:45325", + "issue:44964|issue:47337", + "issue:43742|issue:45020", + "issue:42915|issue:47333", + "issue:43825|issue:43827", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "03a268d98809ec61d5f0907907c16ff1f58e032a70ea515ad2f166008390f400", + "prepared_review_unit_hash": "aaec15ebc89c103b0e445f5d3a36a7ce442c85044417372a53ba0ff122544f36", "component_budget": { "node_count": 528, "item_count": 528, @@ -6295,183 +6391,310 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35948, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "These items are a loose collection of unrelated issue reports; the soft links are mostly broad thematic similarities rather than the same concrete bug. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is the broadest, most central report about recent transformers versions breaking `trust_remote_code`/remote-code models, with the strongest chance of subsuming nearby version-regression reports.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best represents the cluster because it is the highest-level, most reusable problem statement among the issues provided.", - "best_pr_reason": null, + "analyst_result": null, + "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": 27, + "review_unit_index": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:44060|issue:44368", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:42175|issue:46291", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43526|issue:44554", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43262|issue:44811", + "issue:45859|issue:47050" + ], + "prepared_review_unit_hash": "48e62ebc1878f35e2f68d4a170008ab07fb5150c410c86ec6f693d8252954937", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft matches are false positives: they share broad subsystem keywords, but each pair points to a different concrete bug, model, or code path.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not form a true duplicate cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No good representative issue: the set spans unrelated tokenizer, processor, training, quantization, and model-specific regressions.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different models and failure modes: Qwen3OmniMoe video input ValueError vs Gemma3n variable-name collision AttributeError." + "reason": "Different failures: storage lookup for float8 tensors vs PIL image processor dependency handling." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43262", + "right": "issue:47217", "accept": false, - "reason": "Both mention runtime tensor issues, but one is Gemma3n forward-name collision and the other is StaticCache sequence-length/type behavior; not the same bug." + "reason": "Different multimodal bugs: audio chat-template sampling rate vs VL image-placeholder handling." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Both are config-loading problems, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different code paths." + "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 loading and the other is continue_final_message logic for tokenizers." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Unrelated: BarkProcessor voice_preset handling vs an import error for `GenerationMixin`." + "reason": "Unrelated code paths: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both are tokenizer-load regressions, but they target different models and likely different tokenizer constructors/code paths; not enough evidence of the same defect." + "reason": "ImportError for GenerationMixin is a packaging/import issue, while the other is Jupyter custom-model initialization in v5." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "CLIP output field assignment regression is unrelated to RTDetrV2 output drift." + "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype casting; different subsystems." + "reason": "Different failures: missing GenerationMixin import vs Trainer compute_loss signature mismatch." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "Different training bugs: Zero3/non-pretrained Bert index error vs evaluate() failing after train()." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "44561 is a specific missing-helper regression (`is_torch_fx_available`), while 45020 is a broader remote-code breakage report; related theme, but not the same concrete bug." + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crash vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and arise from different warning logic." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Both are v5 output-regression reports, but for different models and behaviors (Pegasus generation vs CamemBERT masked LM)." + "reason": "Different bugs: MOE weight conversion under accelerate+deepspeed vs undefined variables in multimodal token counting video path." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "A tensor-mask shape mismatch is not the same underlying problem as trainer.evaluate failing after trainer.train()." + "reason": "Different vision issues: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Both mention IndexError, but one is empty chat-template input and the other is a flaky bbox-range test; unrelated." + "reason": "Unrelated dependency problems: torch extra omitting tensorflow vs kernels v0.15 import-time version/revision requirement." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Segfault while loading Llava Next models is unrelated to an MPS histogram kernel limitation on Int tensors." + "reason": "Both are tokenizer/processor loading errors, but they involve different classes, attributes, and failure points." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading failure for a specific model is unrelated to `transformers.pipelines` import failing due to kernels version requirements." + "reason": "gguf_file handling in from_pretrained is a different path from the est-roberta tokenizer loading regression." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Whisper empty-transcription generation failure and Kosmos2.5 long-OCR index error are different bugs." + "reason": "Completely different topics: reproduction of another issue vs FP8 inference failure on B200." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Both involve post-processing/special tokens, but one is runtime special-token updates in TokenizersBackend and the other is Whisper `batch_decode` ignoring `skip_special_tokens`." + "reason": "Different model bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Different mismatch classes and models: CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different model-specific generation/load issues: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Input validation XOR errors and zero-loss classification behavior are unrelated problems." + "reason": "Different processor behaviors: local PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation error messaging." + "reason": "Different issues: local-path trailing slash import warning vs Qwen3 MOE weight conversion." }, { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different model-specific failures." + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: deepspeed/accelerate conversion bug vs CUDA out-of-memory on GPT-oss-20b." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype loading bug and Video-LLaVA temporal-attention/weight-sharing issue are not the same defect." + "reason": "Different subsystems and bugs: image label reduction vs MPS attention correctness." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both are backend/runtime mismatches, but one is a torch.compile+SDPA failure in Bamba and the other is bfloat16 dtype mismatch in other models." + "reason": "Different model regressions: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Non-persistent buffer initialization junk in v5 is unrelated to FSDP CPU RAM efficient loading." + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config for composite multimodal configs." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Weight-only loading error for Qwen3VL is different from flash-attention generation issues in Qwen3.5." + "reason": "Different code paths: template compilation TypeError vs CLIPTokenizer max length bug." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma3n's audio_mel_mask attribute collision." + "reason": "Undefined video-branch variables are unrelated to stale auto_mappings references to removed configs." }, { - "left": "issue:45563", - "right": "issue:47276", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Both are warning-message issues, but they refer to different warnings in different generation paths; not the same bug." + "reason": "Different processor behaviors: audio chat-template sample rate vs Whisper decoding skip_special_tokens." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different runtime failures: CPU offload incompatibility in Qwen rotary embedding vs fp16 ONNX dtype mismatch in CanineModel." } ] }, @@ -6486,7 +6709,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 21, + "review_unit_index": 23, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -6495,85 +6718,84 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-528", "nodes": [ - "issue:28218", + "issue:28282", "issue:29159", - "issue:34634", - "issue:36331", - "issue:42175", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", "issue:42915", - "issue:43262", - "issue:43388", + "issue:43257", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", "issue:43540", "issue:43577", - "issue:43582", - "issue:43645", - "issue:43653", - "issue:43720", + "issue:43650", "issue:43742", "issue:43749", - "issue:43782", - "issue:43819", - "issue:43825", - "issue:43827", + "issue:43906", "issue:43931", - "issue:43994", "issue:44291", - "issue:44610", - "issue:44671", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", "issue:44912", - "issue:44964", - "issue:45003", - "issue:45020", - "issue:45072", + "issue:44987", + "issue:45042", "issue:45081", - "issue:45325", - "issue:45381", - "issue:45701", - "issue:46032", - "issue:46175", - "issue:46285", - "issue:46512", - "issue:46665", - "issue:46697", - "issue:46728", - "issue:46846", - "issue:46932", - "issue:47254", - "issue:47276", - "issue:47332", - "issue:47333", - "issue:47337" + "issue:45127", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47333" ], "soft_pairs": [ - "issue:43825|issue:43994", - "issue:43582|issue:46512", - "issue:43931|issue:46846", - "issue:28218|issue:29159", - "issue:43388|issue:46032", - "issue:43540|issue:45381", - "issue:47276|issue:47337", - "issue:44610|issue:45072", - "issue:43645|issue:46665", - "issue:43749|issue:44291", - "issue:34634|issue:36331", - "issue:43720|issue:45072", - "issue:47254|issue:47333", - "issue:42175|issue:45081", - "issue:44671|issue:45701", - "issue:46697|issue:46728", - "issue:47254|issue:47332", - "issue:43577|issue:43582", - "issue:43782|issue:45325", - "issue:44964|issue:47337", - "issue:43742|issue:45020", - "issue:42915|issue:47333", - "issue:43825|issue:43827", - "issue:46175|issue:46932", - "issue:45003|issue:46285", - "issue:43653|issue:44912", - "issue:43262|issue:43819" + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:33357|issue:34567", + "issue:43404|issue:45127" ], - "prepared_review_unit_hash": "a42b6b2202141519c65ed395405437dd0a465a7e7f568e91c0f4f03209e376ac", + "prepared_review_unit_hash": "fcb1c14694ebdb86fa16e67243af4f198c5aa910729085b6faf4d8cce763e254", "component_budget": { "node_count": 528, "item_count": 528, @@ -6583,186 +6805,186 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36158, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "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": "The cluster does not contain any merge-worthy duplicate pair; most items only share broad subsystem vocabulary (tokenizers, loading, vision, quantization) but differ in the concrete failure mode or fix path.", - "confidence": 0.67, - "canonical_issue_reason": "issue:28218 is the clearest standalone bug report in the set: it is specific, reproducible, and narrowly scoped to a tokenizer regression, making it a reasonable representative issue.", + "summary": "These items are mostly thematically related Transformers bugs, but the soft pairs do not look like the same underlying issue or fix. The strongest standalone issue is the broad video-regression report (#44479); there is no PR in the set.", + "confidence": 0.41, + "canonical_issue_reason": "#44479 is the most representative and actionable: it describes a concrete regression, names several affected model families, and points to a clear input-processing path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best overall issue candidate because it is concrete and well-scoped, with stronger signal than the broader or more ambiguous reports in the set.", + "best_issue_reason": "#44479 is the best triage anchor because it is broad enough to capture a real regression pattern while still being specific and reproducible.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both touch pipeline/translation-related behavior, but one is an error-message wording issue and the other is a model output regression; different bugs." + "reason": "Both are quantization/loading complaints, but they involve different models and different failure modes; not the same bug." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale dtype in from_config are unrelated loading/runtime bugs." + "reason": "Both mention video, but #43329 is an undefined-variable bug in multimodal token counting while #44479 is a broader video-input regression across VL models." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Different Qwen models and different causes: one is a weight-shape load failure, the other is a tensor-parallel plan omission." + "reason": "Unrelated issues: FP8 config/load failure versus AutoImageProcessor URL loading." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Both are tokenizer regressions, but the first is a specific added-token spacing bug while the second is a broader slow-vs-fast inconsistency report." + "reason": "Both are video-related, but one is token-counting logic and the other is batched video shape handling; distinct code paths." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different code paths: metric gathering drops labels, while Mamba2 cache use returns incorrect results." + "reason": "Different model-loading failures with no clear shared root cause." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both involve video inputs, but they are different Qwen models and different failure modes." + "reason": "Empty-weights initialization TypeError and PIL/torchvision dependency regression are separate problems." }, { - "left": "issue:47276", - "right": "issue:47337", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "A misleading warning message is not the same bug as a flaky bounding-box range test failure." + "reason": "Trainer token counter behavior and perplexity quality regression are unrelated." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Image processor size mismatch and bfloat16 dtype mismatch are unrelated issues." + "reason": "MoE weight conversion under accelerate+deepspeed is not the same as a Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Both concern model initialization behavior, but one is about Jupyter/custom models and the other about from_pretrained inside Python classes." + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is a video-model OOM." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both are model-loading issues, but the APIs and root causes differ: FSDP RAM-efficient loading vs init_empty_weights/_is_hf_initialized." + "reason": "Tokenizer consistency bug versus TrainerState token accounting bug; different subsystems." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44589", + "right": "issue:47333", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature errors are unrelated." + "reason": "Storage-object lookup failure and disk-offload save failure are different errors." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "Packed-weight unpacking in accelerate loading is a different failure mode from dtype mismatches in inference." + "reason": "Both are quantization-related, but one falls back to bf16 while the other silently omits weight_scale on frozen checkpoints; not the same bug." }, { - "left": "issue:47254", - "right": "issue:47333", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Gradient-checkpointing/ZeRO checkpoint errors are not the same as failing to save a disk-offloaded model." + "reason": "Different exception-handling bugs in different code paths." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Packaging/backend dependency coverage and tokenizer regex patch crashes are unrelated." + "reason": "Tokenizer crash in Mistral regex patching versus XLMRoberta vocabulary type mismatch." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "A masked-LM prediction regression is not the same underlying bug as a general tokenization-change report." + "reason": "A model-loading regression and a CLIP tokenizer max_length issue are not the same change." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Both are image-preprocessing issues, but one over-pads images and the other miscounts patches for a different model." + "reason": "Both mention cache, but one is lazy-init recompilation and the other is max_cache_length handling." }, { - "left": "issue:47254", - "right": "issue:47332", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "These are both training/offloading-related, but they fail in different operations and code paths." + "reason": "#43650 is not a concrete bug report; #43906 is a reproduction of a different upstream issue." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are separate bugs." + "reason": "Missing config attribute and kernels dependency-version failure are unrelated." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Loading with weight_only=True and incorrect rope index scaling are different Qwen-VL issues." + "reason": "Torch version incompatibility is not the same as kernels requiring version/revision metadata." }, { - "left": "issue:44964", - "right": "issue:47337", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "Model loading failure and a flaky bbox test are unrelated." + "reason": "Missing PyTorch ImportError and Bart generate unbound-local bug are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "A key error loading one model is not the same as the broader remote_code breakage." + "reason": "Both are multimodal, but they affect different models and different processing pipelines." }, { - "left": "issue:42915", - "right": "issue:47333", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "FineGrainedFP8 quantization failure and disk-offloaded save failure are distinct issues." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate memory-management issues." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "One is an incorrect error message; the other is stale documentation referencing removed pipeline APIs." + "reason": "Environment-level missing-torch error versus a specific Llama 3.2 Vision loading regression." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "A huge one-hot embedding implementation and quantized embedders dtype casting are different Gemma4 problems." + "reason": "Both are tokenizer regressions, but they concern different models and different root causes." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Unsafe sys.modules access and CLIPTextModel structural inconsistency are unrelated." + "reason": "Weight-tying collapse and dtype propagation are distinct model-loading problems." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Missing special-token registration and MXFP4 quantization fallback are not the same bug." + "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token accounting." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Sampling-rate defaulting in chat templates and DAC latent/forward mismatch are unrelated audio bugs." + "reason": "Both involve tied weights, but one is a Mistral3 model bug and the other is a LoRA-merge/extended-vocab collapse bug; different code paths." } ] }, @@ -6777,95 +6999,97 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 22, + "review_unit_index": 24, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:36010", + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", "issue:36331", - "issue:38175", + "issue:39379", + "issue:41720", "issue:42175", - "issue:42490", - "issue:43257", - "issue:43262", - "issue:43329", + "issue:42915", "issue:43452", - "issue:43526", "issue:43531", - "issue:43550", + "issue:43540", + "issue:43577", "issue:43582", - "issue:43638", - "issue:43643", - "issue:43645", - "issue:43696", "issue:43697", - "issue:43746", - "issue:43819", - "issue:43854", - "issue:43906", - "issue:43927", - "issue:44060", - "issue:44368", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", "issue:44554", + "issue:44560", + "issue:44568", "issue:44589", - "issue:44610", - "issue:44811", + "issue:44821", "issue:44857", - "issue:44912", "issue:44936", - "issue:44977", + "issue:44987", "issue:44991", - "issue:45042", "issue:45081", - "issue:45084", - "issue:45372", - "issue:45406", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", "issue:45538", - "issue:45600", - "issue:45759", - "issue:45859", - "issue:46209", - "issue:46291", - "issue:46326", - "issue:47050", - "issue:47217" + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" ], "soft_pairs": [ - "issue:44589|issue:45042", - "issue:43262|issue:47217", - "issue:45372|issue:46326", - "issue:43582|issue:44857", - "issue:36010|issue:43645", - "issue:43550|issue:44912", - "issue:36010|issue:36331", - "issue:43638|issue:44936", - "issue:43531|issue:45042", - "issue:44060|issue:44368", - "issue:43257|issue:43329", - "issue:43526|issue:43697", - "issue:42175|issue:46291", - "issue:45081|issue:45406", - "issue:43452|issue:44991", - "issue:43906|issue:46209", - "issue:43819|issue:43927", - "issue:43854|issue:44977", - "issue:43746|issue:44811", - "issue:42490|issue:43257", - "issue:43257|issue:43696", - "issue:43526|issue:44554", - "issue:38175|issue:44610", - "issue:43643|issue:45759", - "issue:45084|issue:45538", - "issue:43329|issue:45600", - "issue:43262|issue:44811", - "issue:45859|issue:47050" + "issue:43697|issue:45357", + "issue:44936|issue:46821", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:44589|issue:47332", + "issue:44291|issue:44821", + "issue:43582|issue:47254", + "issue:42915|issue:45538", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:27957|issue:28282", + "issue:43452|issue:43582", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44987|issue:45907", + "issue:43531|issue:44821", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:43577|issue:46512", + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "48e62ebc1878f35e2f68d4a170008ab07fb5150c410c86ec6f693d8252954937", + "prepared_review_unit_hash": "5e86475e7fae16852cf828d66543ac0135f17b82c8026ca2a13f1b865fe84d4e", "component_budget": { "node_count": 528, "item_count": 528, @@ -6877,197 +7101,212 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36495, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft matches are false positives: they share broad subsystem keywords, but each pair points to a different concrete bug, model, or code path.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not form a true duplicate cluster.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No good representative issue: the set spans unrelated tokenizer, processor, training, quantization, and model-specific regressions.", - "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "summary": "This cluster is mostly false-positive similarity across unrelated issues. The only clear duplicate-like pair is the Qwen2.5-VL video-input regression: issue 44479 is the broader umbrella, and 45381 appears to be the same bug manifested as wrong `vision_position_ids` handling.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the shared Qwen video-input regression, covering qwen2_5_vl and related Qwen video models rather than a single narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster because it describes the common regression at the highest level and is the likely umbrella for the more specific qwen2.5-vl report.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Different failures: storage lookup for float8 tensors vs PIL image processor dependency handling." + "reason": "Different models and different failure modes: RTDetr output mismatch vs Qwen3.5 save_pretrained key regression." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Different multimodal bugs: audio chat-template sampling rate vs VL image-placeholder handling." + "reason": "Both are training-related, but one is a trainer lifecycle failure and the other is a TimesFM `window_size` attribute error." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 loading and the other is continue_final_message logic for tokenizers." + "reason": "Unrelated: backend installation packaging vs a missing Qwen2.5-VL class import." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Unrelated code paths: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash." + "reason": "Different subsystems and bugs: LayoutLMv3 mask handling vs MPS attention correctness." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "ImportError for GenerationMixin is a packaging/import issue, while the other is Jupyter custom-model initialization in v5." + "reason": "ImportError for missing PyTorch backend is unrelated to a LayoutLMv3 error-message clarity issue." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + "reason": "Different load-time problems: missing key for MobileLLM vs `init_empty_weights` unexpected `_is_hf_initialized` argument." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Different failures: missing GenerationMixin import vs Trainer compute_loss signature mismatch." + "reason": "Both are regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Different training bugs: Zero3/non-pretrained Bert index error vs evaluate() failing after train()." + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to the PEFT version bump complaint." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." + "reason": "Both concern detection models, but the crashes are different and not the same code-path bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:44589", + "right": "issue:47332", "accept": false, - "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and arise from different warning logic." + "reason": "Float8 storage lookup failure is unrelated to disk-offload save behavior." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Different bugs: MOE weight conversion under accelerate+deepspeed vs undefined variables in multimodal token counting video path." + "reason": "Unexpected init argument vs image-processor-from-URL loading are different issues." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Different vision issues: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." + "reason": "Apple Silicon allocator TypeError is unrelated to PEFT + ZeRO-3 checkpointing failure." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Unrelated dependency problems: torch extra omitting tensorflow vs kernels v0.15 import-time version/revision requirement." + "reason": "Qwen3MoE FP8 config failure is unrelated to CLIPTokenizer max-length behavior." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/processor loading errors, but they involve different classes, attributes, and failure points." + "reason": "Both involve tokenizer loading, but the reported errors and affected models are too different to treat as the same bug." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "gguf_file handling in from_pretrained is a different path from the est-roberta tokenizer loading regression." + "reason": "DeepSpeed training RuntimeError is unrelated to tokenizer slow/fast inconsistency." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Completely different topics: reproduction of another issue vs FP8 inference failure on B200." + "reason": "Different problems: Qwen3MoE FP8 config vs FSDP CPU RAM efficient loading." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Different model bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is LlamaTokenizer pre-tokenizer override; not the same concrete bug." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Different model-specific generation/load issues: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + "reason": "CLIPTokenizer max_length bug is unrelated to YOLO device-map failure." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Different processor behaviors: local PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + "reason": "Flash Attention 2 on XLMRoberta is unrelated to missing PyTorch import detection." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different issues: local-path trailing slash import warning vs Qwen3 MOE weight conversion." + "reason": "GGUF loader breakage is unrelated to the Apple Silicon allocator TypeError." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Different problems: deepspeed/accelerate conversion bug vs CUDA out-of-memory on GPT-oss-20b." + "reason": "Both are video-related Qwen issues, but the models and failure modes differ; not enough evidence of one underlying bug." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Different subsystems and bugs: image label reduction vs MPS attention correctness." + "reason": "Auto device-mapping cudaErrorAssert is unrelated to Qwen3OmniMoe video-processing failure." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Different model regressions: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + "reason": "Both mention Qwen video inputs, but 43540 is a different model and a different error path from the v5.3.0 regression cluster." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config for composite multimodal configs." + "reason": "Trainer token-count tracking and custom compute_loss signature mismatch are distinct trainer API issues." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Different code paths: template compilation TypeError vs CLIPTokenizer max length bug." + "reason": "Model loading regression for `physical-intelligence/fast` is unrelated to `list_repo_files` forwarding `revision`." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Undefined video-branch variables are unrelated to stale auto_mappings references to removed configs." + "reason": "Qwen3-MoE sliding_window bug is unrelated to loading AutoImageProcessor from URL." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression: 45381's wrong `vision_position_ids` looks like the concrete symptom behind the broader v5.3.0 video failure in 44479." + }, + { + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different processor behaviors: audio chat-template sample rate vs Whisper decoding skip_special_tokens." + "reason": "Package backend installation issue is unrelated to a specific model load failure." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Different runtime failures: CPU offload incompatibility in Qwen rotary embedding vs fp16 ONNX dtype mismatch in CanineModel." + "reason": "Both are dtype-related, but one is Blip2/qformer loading and the other is `from_config` leaving `config.dtype` stale; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: duplicate `special` kwarg vs `_patch_mistral_regex` missing `backend_tokenizer`." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: issue 44479 is clearly the broad Qwen video-input regression umbrella, and 45381 is the most plausible related duplicate/specific manifestation from the title alone. The other soft-edge verdicts are conservative and do not overclaim beyond the evidence available in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7075,7 +7314,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 23, + "review_unit_index": 25, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -7084,84 +7323,87 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-528", "nodes": [ + "issue:24643", "issue:28282", - "issue:29159", "issue:29870", - "issue:33357", - "issue:34567", - "issue:34689", - "issue:39692", - "issue:40990", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:42796", "issue:42915", "issue:43257", - "issue:43329", - "issue:43404", - "issue:43425", - "issue:43450", - "issue:43454", - "issue:43525", + "issue:43452", "issue:43540", "issue:43577", - "issue:43650", + "issue:43716", "issue:43742", - "issue:43749", + "issue:43756", "issue:43906", - "issue:43931", - "issue:44291", - "issue:44387", - "issue:44479", + "issue:44466", + "issue:44488", "issue:44568", "issue:44589", - "issue:44617", - "issue:44756", - "issue:44821", - "issue:44912", - "issue:44987", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", "issue:45042", + "issue:45072", "issue:45081", - "issue:45127", - "issue:45356", - "issue:45459", - "issue:45538", - "issue:45803", - "issue:46291", - "issue:46421", - "issue:46424", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", "issue:46701", - "issue:47020", - "issue:47145", + "issue:46899", + "issue:47276", + "issue:47332", "issue:47333" ], "soft_pairs": [ - "issue:39692|issue:44912", - "issue:43329|issue:44479", - "issue:42915|issue:44821", - "issue:43329|issue:43450", - "issue:42915|issue:43742", - "issue:44291|issue:45042", - "issue:34567|issue:40990", - "issue:43257|issue:43931", - "issue:44387|issue:44617", - "issue:29159|issue:34567", - "issue:44589|issue:47333", - "issue:44912|issue:47145", - "issue:45459|issue:45803", - "issue:45081|issue:47020", - "issue:44987|issue:45538", - "issue:46421|issue:46424", - "issue:43650|issue:43906", - "issue:43525|issue:46291", - "issue:43425|issue:46291", - "issue:28282|issue:29870", - "issue:43540|issue:46701", - "issue:43749|issue:44756", - "issue:28282|issue:34689", - "issue:44568|issue:45356", - "issue:43454|issue:43577", - "issue:33357|issue:34567", - "issue:43404|issue:45127" + "issue:44849|issue:45701", + "issue:38175|issue:44898", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43742|issue:47333", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:45672|issue:45674", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:46463|issue:46899", + "issue:44466|issue:45005", + "issue:41762|issue:44936" ], - "prepared_review_unit_hash": "a26a2a21fe7b874d053f7fd87cf4a973ade5ce2ca79355da15413930e21f1382", + "prepared_review_unit_hash": "6f3ec2b389c214e5769065da47079e63aa41dc353c9ef26d1738df5271e0a2a7", "component_budget": { "node_count": 528, "item_count": 528, @@ -7171,186 +7413,198 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35404, - "estimated_input_tokens": 8851, - "estimated_eval_tokens": 17958 - }, - "overflow_policy": "truncate_then_skip", + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most pairs only share broad subsystem keywords (tokenizers, video, quantization, loading) rather than the same concrete bug. No PRs are present, and I found no soft-edge pair that is convincing enough to merge.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific report in the set: it names a failing helper/branch in shared multimodal video token counting and is a better anchor than the broader regression reports.", + "summary": "This cluster is not a true duplicate set: the soft links mostly connect issues that merely share broad vocabulary (loading, dtype, tokenization, quantization, multimodal, trainer) but describe different models, failure modes, and code paths. I would not merge any of the suggested pairs, and there is no meaningful canonical item here.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a valid canonical representative; the items are largely unrelated bugs with only weak topical similarity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the best overall issue to keep as the representative duplicate target because it is precise, actionable, and tied to a specific shared code path.", + "best_issue_reason": "No best issue exists for this cluster because there is no shared underlying bug to anchor a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Docs-example errors for SigLIP2 vs a Git-Oss MXFP4 loading fallback; different models and failure modes." + "reason": "Different problems: Qwen3.5 hidden-states handling vs a general tokenization regression." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Both involve video paths, but one is an undefined-helper bug in multimodal token counting and the other is a model-family/version regression; not clearly the same concrete defect." + "reason": "Both mention model output issues, but one is zero probabilities in SigLIP2 and the other is Perceiver image-size failure." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:47332", "accept": false, - "reason": "FineGrainedFP8 loading failure vs AutoImageProcessor-from-URL failure; unrelated code paths." + "reason": "Both involve Qwen/MoE and saving/loading, but one is FineGrainedFP8Config failure and the other is disk-offload save support." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Video token-counting bug vs batched video-processor shape bug; different layers of the pipeline." + "reason": "Unrelated bugs: PIL image processors requiring torchvision vs Mistral tokenizer regex patch crashing." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures with no clear shared mechanism." + "reason": "Different model families and failure modes: janus test failure vs Phi-4 multimodal load error." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "init_empty_weights argument mismatch vs PIL processor torchvision requirement; unrelated bugs." + "reason": "Loading key error for MobileLLM is not the same as missing Float8 storage support." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Trainer token counter update bug vs perplexity regression; no shared code path." + "reason": "Qwen3 MoE loading/conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Qwen3 MOE conversion/deepspeed issue vs Qwen3-VL weight-shape mismatch; both are loading problems but not the same bug." + "reason": "Smollm3 RoPE-layer coverage bug is unrelated to Qwen2.5-VL still-image rope indexing." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43742", + "right": "issue:47333", "accept": false, - "reason": "Both mention OOM, but the causes and affected paths are different." + "reason": "Different save/load failures on different Qwen or MobileLLM models; no shared code-path is evident." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer inconsistency vs TrainerState token accounting; unrelated subsystems." + "reason": "Smollm3 RoPE configuration bug is not the same as Qwen3.5 kernel registration failure." }, { - "left": "issue:44589", - "right": "issue:47333", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "FP8 storage lookup failure vs disk-offloaded save failure; different mechanisms." + "reason": "Both are multimodal, but one is an image-preprocessor dtype mismatch and the other is a DiffusionGemma pipeline/output bug." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Both are quantization-related, but MXFP4 fallback and missing weight_scale are distinct bugs." + "reason": "Both are 4-bit/Gemma4 related, but the concrete bugs differ: unsafe uint8 cast vs BitsAndBytes skip-module exclusion logic." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:46463", + "right": "issue:47276", "accept": false, - "reason": "Both complain about overly broad exception handling, but in different modules and with different concrete failures." + "reason": "Decoder-input validation error message and synced_gpus warning wording are distinct issues." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Mistral regex patch crash vs XLMRoberta Unigram initialization type error; unrelated." + "reason": "XLNet CPU device bug is unrelated to T5 decoder validation messaging." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Model loading regression vs tokenizer max_length default bug; not the same issue." + "reason": "Gemma4 device-map forward mismatch is a different code path from T5 decoder input validation." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation and the other is cache-length configuration handling." + "reason": "PEFT version pinning and stale auto_mappings config references are unrelated maintenance issues." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "A nonspecific placeholder issue vs a reproduction of another issue; not duplicates." + "reason": "An isolated reproduction of an unspecified issue is not the same as a FA2 long-context performance regression." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs kernels package version requirement on pipeline import." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs CodeLlama leading-space round-trip loss." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Torch version incompatibility vs kernels import requirement; different dependency issues." + "reason": "Blip2 dtype propagation bug is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 inference mismatches." }, { - "left": "issue:28282", + "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Missing PyTorch import error vs Bart generate decoder-mask bug; unrelated." + "reason": "DeepSpeed training weight-shape error and BART generate decoder mask bug are different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are separate config bugs." }, { "left": "issue:43540", - "right": "issue:46701", + "right": "issue:46693", "accept": false, - "reason": "Both touch multimodal/video flows, but Qwen3OmniMoe video input failure and DiffusionGemma pipeline failure are different code paths." + "reason": "Qwen3OmniMoe video-input validation is not the same as the FA2 long-context performance regression." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading bug vs mmap OOM on Strix Halo; different root causes." + "reason": "gguf_file handling for AutoTokenizer/AutoModel is not the same as a separate model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "MobileLLM key error and disk-offloaded Qwen3-VL save failure are unrelated loading/saving bugs." }, { "left": "issue:28282", - "right": "issue:34689", + "right": "issue:32090", "accept": false, - "reason": "PyTorch missing import vs Llama 3.2 Vision model-loading regression; unrelated." + "reason": "One is missing-PyTorch import validation; the other is a Trainer broadcast NoneType error." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:42796", + "right": "issue:43906", "accept": false, - "reason": "Special-token handling regression vs Kimi tokenizer codec/regression warning; distinct tokenizer issues." + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to a reproduction of another issue." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Weight-tying bug in AyaVision vs dtype propagation bug in BLIP2; different model-loading problems." + "reason": "T5 validation messaging and Gemma4 multimodal 4-bit dtype casting are distinct bugs." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "MacOS CLIP bus error vs TrainerState token counter update; unrelated." + "reason": "Both concern tied weights in v5, but one is serialization inconsistency by device and the other is translation-model tied-weight handling." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Both involve tied embeddings, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge with extended vocab; not the same concrete bug." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure are different lifecycle bugs." } ] }, @@ -7365,314 +7619,291 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 24, + "review_unit_index": 26, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:24643", - "issue:27957", - "issue:28282", - "issue:29127", "issue:29159", - "issue:34567", - "issue:36331", - "issue:39379", - "issue:41720", - "issue:42175", - "issue:42915", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:43295", "issue:43452", - "issue:43531", - "issue:43540", - "issue:43577", - "issue:43582", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", "issue:43697", - "issue:43742", + "issue:43720", "issue:43749", - "issue:43824", - "issue:44062", - "issue:44291", - "issue:44479", - "issue:44488", - "issue:44554", - "issue:44560", - "issue:44568", - "issue:44589", + "issue:43756", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", "issue:44821", + "issue:44843", "issue:44857", - "issue:44936", - "issue:44987", + "issue:44898", + "issue:44913", "issue:44991", - "issue:45081", - "issue:45137", + "issue:45216", + "issue:45356", "issue:45357", - "issue:45381", - "issue:45405", - "issue:45488", - "issue:45538", - "issue:45907", - "issue:46512", - "issue:46693", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46402", + "issue:46701", "issue:46821", - "issue:46832", - "issue:46869", - "issue:47254", + "issue:46829", + "issue:46846", + "issue:47000", "issue:47332" ], "soft_pairs": [ - "issue:43697|issue:45357", - "issue:44936|issue:46821", - "issue:42175|issue:43824", - "issue:39379|issue:44554", - "issue:28282|issue:29127", - "issue:43742|issue:44291", - "issue:44479|issue:46693", - "issue:45137|issue:45405", - "issue:44857|issue:46832", - "issue:44589|issue:47332", - "issue:44291|issue:44821", - "issue:43582|issue:47254", - "issue:42915|issue:45538", - "issue:44062|issue:44991", - "issue:24643|issue:29159", - "issue:42915|issue:43749", - "issue:44568|issue:45488", - "issue:45538|issue:46869", - "issue:27957|issue:28282", - "issue:43452|issue:43582", - "issue:43540|issue:44560", - "issue:41720|issue:43540", - "issue:43540|issue:44479", - "issue:34567|issue:36331", - "issue:44987|issue:45907", - "issue:43531|issue:44821", - "issue:44479|issue:45381", - "issue:42175|issue:44488", - "issue:43577|issue:46512", - "issue:44062|issue:45081" - ], - "prepared_review_unit_hash": "5e86475e7fae16852cf828d66543ac0135f17b82c8026ca2a13f1b865fe84d4e", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36659, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly false-positive similarity across unrelated issues. The only clear duplicate-like pair is the Qwen2.5-VL video-input regression: issue 44479 is the broader umbrella, and 45381 appears to be the same bug manifested as wrong `vision_position_ids` handling.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the shared Qwen video-input regression, covering qwen2_5_vl and related Qwen video models rather than a single narrow symptom.", + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:43994|issue:44898", + "issue:44843|issue:44991", + "issue:44821|issue:46821", + "issue:40444|issue:44811", + "issue:44756|issue:47332", + "issue:29159|issue:33357", + "issue:45372|issue:46170", + "issue:43688|issue:45704", + "issue:44857|issue:47000", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:43756|issue:46402", + "issue:43688|issue:45701", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "716ebc9c6b75feb6db9103a38f8232e85be42204850a713dda9f23aa08bbf5d5", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated Transformers issues that only share broad subsystem vocabulary (tokenizers, loading, vision, configuration). None of the listed soft pairs look like the same underlying bug or change, so I rejected them all.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report here: a v5 tokenizer regression affecting multiple models and token IDs, which best matches the cluster\u2019s recurring tokenizer/loading theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the cluster because it describes the common regression at the highest level and is the likely umbrella for the more specific qwen2.5-vl report.", + "best_issue_reason": "issue:45920 is the strongest cluster representative because it describes a cross-model tokenizer regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "Different models and different failure modes: RTDetr output mismatch vs Qwen3.5 save_pretrained key regression." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Both are training-related, but one is a trainer lifecycle failure and the other is a TimesFM `window_size` attribute error." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Unrelated: backend installation packaging vs a missing Qwen2.5-VL class import." - }, - { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "Different subsystems and bugs: LayoutLMv3 mask handling vs MPS attention correctness." + "reason": "Different models and different failure modes: Gemma-4 FSDP2 key error vs Qwen3.5 TP plan omissions/OOM." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "ImportError for missing PyTorch backend is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Both touch RoPE/config handling, but one is a reload-default bug and the other is a TypeError from JSON-loaded lists; not the same defect." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different load-time problems: missing key for MobileLLM vs `init_empty_weights` unexpected `_is_hf_initialized` argument." + "reason": "Unrelated codepaths: gguf/pretrained loading breakage vs unconditional model_info() call in offline Mistral regex patching." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Both are regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." + "reason": "Different models and symptoms: RT-DETR output drift vs VideoPrism output field mismatch." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque error is unrelated to the PEFT version bump complaint." + "reason": "XLNet CPU device bug and flash-attention s_aux None crash are unrelated." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both concern detection models, but the crashes are different and not the same code-path bug." + "reason": "RT-DETR inference drift is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:44589", - "right": "issue:47332", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to disk-offload save behavior." + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model paths." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Unexpected init argument vs image-processor-from-URL loading are different issues." + "reason": "Qwen3.5 visual encoder key serialization is unrelated to tokenizer token-ID regression across models." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to PEFT + ZeRO-3 checkpointing failure." + "reason": "Position-id key warnings and sinq quantization save/load breakage are different bugs." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + "reason": "Both are tokenizer-related errors, but on different tokenizers and different root causes." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both involve tokenizer loading, but the reported errors and affected models are too different to treat as the same bug." + "reason": "Siglip2 zero-probability inference and processor.tokenizer regression are not the same underlying issue." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "DeepSpeed training RuntimeError is unrelated to tokenizer slow/fast inconsistency." + "reason": "Distinct tokenizer implementations and failures; no shared concrete code-path." }, { - "left": "issue:42915", + "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different problems: Qwen3MoE FP8 config vs FSDP CPU RAM efficient loading." + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is LlamaTokenizer pre-tokenizer override; not the same concrete bug." + "reason": "Generic trust_remote_code field loss and a Qwen3_5MoeVisionConfig strict-field drop are different serialization problems." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "CLIPTokenizer max_length bug is unrelated to YOLO device-map failure." + "reason": "Different vision models and symptoms; one is nonsensical SigLIP2 outputs, the other is Perceiver resize/interpolation failure." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta is unrelated to missing PyTorch import detection." + "reason": "Offline regex patching bug and EMBEDDIA tokenizer loading regression are not the same code-path." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "GGUF loader breakage is unrelated to the Apple Silicon allocator TypeError." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Both are video-related Qwen issues, but the models and failure modes differ; not enough evidence of one underlying bug." + "reason": "Multi-image iterable fine-tuning failure and Whisper batch_decode skip_special_tokens behavior are different issues." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44756", + "right": "issue:47332", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert is unrelated to Qwen3OmniMoe video-processing failure." + "reason": "Strix Halo mmap/OOM mitigation and disk-offloaded Qwen3-VL save failure are unrelated." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both mention Qwen video inputs, but 43540 is a different model and a different error path from the v5.3.0 regression cluster." + "reason": "Generic slow-vs-fast tokenizer inconsistency and a MacOS CLIP bus error are different bugs." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Trainer token-count tracking and custom compute_loss signature mismatch are distinct trainer API issues." + "reason": "These titles point to different failures: Gemma 4 processor loading import issues vs Windows ROCm torch.distributed dependency problems." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Model loading regression for `physical-intelligence/fast` is unrelated to `list_repo_files` forwarding `revision`." + "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to loading AutoImageProcessor from URL." + "reason": "Different RT-DETR losses and different crash causes; not mergeable as one bug." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL video-input regression: 45381's wrong `vision_position_ids` looks like the concrete symptom behind the broader v5.3.0 video failure in 44479." + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Package backend installation issue is unrelated to a specific model load failure." + "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling are different tokenizer bugs." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Both are dtype-related, but one is Blip2/qformer loading and the other is `from_config` leaving `config.dtype` stale; different bugs." + "reason": "Smollm3 RoPE-layer omission and Sam3Model text encoder weight loading are unrelated model bugs." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Different tokenizer failures: duplicate `special` kwarg vs `_patch_mistral_regex` missing `backend_tokenizer`." + "reason": "Custom model initialization regression and FSDP CPU RAM-efficient loading failure are not the same underlying problem." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: issue 44479 is clearly the broad Qwen video-input regression umbrella, and 45381 is the most plausible related duplicate/specific manifestation from the title alone. The other soft-edge verdicts are conservative and do not overclaim beyond the evidence available in the packet." - }, - "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 }, @@ -7680,96 +7911,99 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 25, + "review_unit_index": 27, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:24643", - "issue:28282", - "issue:29870", "issue:32090", - "issue:38175", - "issue:41762", - "issue:42796", - "issue:42915", - "issue:43257", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", "issue:43452", - "issue:43540", + "issue:43504", + "issue:43550", "issue:43577", - "issue:43716", - "issue:43742", - "issue:43756", - "issue:43906", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", "issue:44466", - "issue:44488", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", "issue:44568", - "issue:44589", + "issue:44610", "issue:44625", - "issue:44737", - "issue:44792", - "issue:44849", - "issue:44877", - "issue:44898", - "issue:44936", - "issue:44964", - "issue:45005", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45325", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", "issue:45405", - "issue:45600", - "issue:45672", - "issue:45674", - "issue:45701", - "issue:45823", - "issue:46399", - "issue:46463", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", "issue:46491", + "issue:46612", "issue:46693", - "issue:46701", - "issue:46899", - "issue:47276", - "issue:47332", - "issue:47333" + "issue:46829", + "issue:46832", + "issue:46846", + "issue:46932", + "issue:47013", + "issue:47254", + "issue:47276" ], "soft_pairs": [ - "issue:44849|issue:45701", - "issue:38175|issue:44898", - "issue:42915|issue:47332", - "issue:45042|issue:45081", - "issue:44792|issue:44964", - "issue:43742|issue:44589", - "issue:43257|issue:43756", - "issue:43756|issue:45325", - "issue:43742|issue:47333", - "issue:43756|issue:46399", - "issue:43716|issue:46701", - "issue:45672|issue:45674", - "issue:46463|issue:47276", - "issue:44737|issue:46463", - "issue:45823|issue:46463", - "issue:45405|issue:45600", - "issue:43906|issue:46693", - "issue:44568|issue:46491", - "issue:43577|issue:45072", - "issue:24643|issue:29870", - "issue:44625|issue:44877", - "issue:43540|issue:46693", - "issue:43452|issue:44488", - "issue:43742|issue:47332", - "issue:28282|issue:32090", - "issue:42796|issue:43906", - "issue:46463|issue:46899", - "issue:44466|issue:45005", - "issue:41762|issue:44936" + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43761|issue:46829", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44464|issue:44743", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36331", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44484|issue:44704", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:44625|issue:47276", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43611|issue:46846" ], - "prepared_review_unit_hash": "064537e982fa406a00e4df75c3c41d309a41f58f1aa30281e3a022486b67c363", + "prepared_review_unit_hash": "c40c57d3d662b371238b218bea72e5f3133f39efe7738b1ae194763e943db299", "component_budget": { "node_count": 528, "item_count": 528, @@ -7781,206 +8015,221 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36684, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "soft_pair_count": 32, + "serialized_chars": 37643, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly unrelated issue reports that only share broad subsystem or symptom similarity. I found one plausible duplicate pair around v5 tied-weights serialization; the rest should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44466 is the most concrete, versioned repro for the tied-weights regression and cleanly anchors the broader v5 report in issue:45005.", + "summary": "This cluster is mostly a similarity bucket of unrelated issues across tokenization, loading, training, generation, and config/backend plumbing. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR target.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the candidates span many unrelated failure modes, so there is no clear duplicate anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 has the clearest standalone bug description and reproduction context, making it the strongest canonical issue in this set.", + "best_issue_reason": "44568 is the closest thing to a broadly stated regression-style issue, but it still only covers one tokenizer-specific bug and does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-state behavior vs a tokenizer/version regression." + "reason": "Both are tokenizer regressions, but one is BigBird special-token registration and the other is BOS/EOS insertion for mdeberta; different bugs." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Both are vision-model failures, but the models and failure modes are unrelated." + "reason": "Both mention TF-related backend issues, but one is tensorboard-without-TensorFlow and the other is an unknown tensorflow_text backend mapping problem." }, { - "left": "issue:42915", - "right": "issue:47332", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Different offloading/quantization problems: FP8 config failure vs save-on-disk-offloaded-model failure." + "reason": "Different output bugs: hidden_states missing in CLIPVisionModel vs hidden_states mispackaged in VideoPrism classification output." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Unrelated areas: image processor dependency handling vs Mistral regex patch crash." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated model bugs." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Different multimodal models and different failure points." + "reason": "Tokenizer special-token registration vs DiaConfig losing custom token IDs after save/load; different layers and symptoms." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Both are load-time errors, but the specific root causes do not match." + "reason": "CLIP hidden_states regression and xLSTM state-unpacking crash are unrelated code paths." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated." + "reason": "Both involve generation/cache behavior, but compiled chunked generation and xLSTM recurrent-state reset are different bugs." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Different rotary-position bugs in different model families." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated issues." }, { - "left": "issue:43742", - "right": "issue:47333", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different model-loading vs disk-offloading save issue." + "reason": "Video input regression and num_labels propagation are different Qwen3.5 problems." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Different Qwen/Smollm model internals and different failure modes." + "reason": "gguf_file loading failure and BLIP2 dtype staying float32 are separate from_pretrained vs dtype bugs." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Different multimodal pipelines and different dtype/processing problems." + "reason": "Both are tokenizer-related, but one is a v5 clean_up_tokenization_spaces behavior change and the other is a CodeLlama leading-space round-trip regression." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both involve 4-bit inference, but one is Gemma4 uint8 dtype handling and the other is BitsAndBytes skip-module behavior." + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are different multi-GPU failures." }, { - "left": "issue:46463", - "right": "issue:47276", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "An error-message issue for T5 is not the same as a warning-message issue in continuous batching." + "reason": "Inconsistent lm_head serialization and sinq quantized save/load breakage are unrelated persistence bugs." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "XLNet CPU device placement bug is unrelated to T5 decoder validation messaging." + "reason": "Both touch training, but one is Qwen2-VL multi-GPU setup and the other is a CustomTrainer signature change." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Gemma4 device-map mismatch is a different forward-pass bug." + "reason": "Aux loss normalization and DeepseekV3MoE divergence are different model-math issues." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "PEFT version bump issue and auto-mappings CI break are unrelated." + "reason": "cudaErrorAssert on auto device mapping is not the same as compiled chunked generation inconsistency." }, { - "left": "issue:43906", + "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "A reproduction of another issue is not the same as a performance regression in FA2 generation." + "reason": "Both involve generation and attention, but one is a Qwen3.5 correctness bug and the other is a long-context performance regression." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Different tokenizer regressions with different models and different behaviors." + "reason": "save_pretrained sharding-size question and AutoProcessor cached_file kwargs handling are unrelated." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Both mention dtype mismatches, but the affected models and code paths differ enough that this is not clearly the same bug." + "reason": "Beit legacy-field loading and Bamba SDPA torch.compile failure are different model/runtime bugs." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "DeepSpeed training weight-shape error and Bart generate() unbound variable are unrelated." + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Config propagation bug vs strict-config loading failure; different causes." + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Video-input ValueError and FA2 long-context performance regression are unrelated." + "reason": "KV-cache continuation indexing and beam-search cache reorder skipping are both generation bugs, but not the same mechanism or fix." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "Both are loading failures, but there is not enough evidence they share the same underlying bug." + "reason": "MIN_PEFT_VERSION bump and PEFT+ZeRO-3 checkpointing error are unrelated versioning vs runtime issues." }, { - "left": "issue:43742", - "right": "issue:47332", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Different model-loading error vs disk-offload save failure." + "reason": "Embedding dtype drift and auxiliary-loss normalization are different numerical regressions." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Missing PyTorch import and unsupported NoneType broadcast are different failure classes." + "reason": "Beit pretrained-load legacy field and BitNet packed-weight loading are separate loading failures." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same bug." + "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are unrelated." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:44625", + "right": "issue:47276", "accept": false, - "reason": "Error-message wording for T5 is unrelated to Gemma4 multimodal 4-bit processing." + "reason": "Num_labels propagation and a synced_gpus warning message are not the same bug." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both describe the same v5 tied-weights regression affecting serialization/loading, with issue:44466 providing the more concrete repro." + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed weights during accelerate loading and DiaConfig token ID loss are unrelated." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token ID persistence are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor size mismatch affect different models and code paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling and the MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "DeepSpeed ZeRO-3 load failure and post-train evaluate() failure are different trainer/model lifecycle issues." + "reason": "base_model_prefix loading regression and missing linear_attn entries in the Qwen3.5 TP plan are different problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge rejects. The only accepted pair, issue:44466 with issue:45005, is well supported by the v5 tied-weights serialization/loading titles and metadata." - }, - "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 }, @@ -7988,95 +8237,97 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 26, + "review_unit_index": 28, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:29159", + "issue:28218", "issue:33357", - "issue:38175", - "issue:40444", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", "issue:43295", - "issue:43452", + "issue:43334", + "issue:43493", + "issue:43504", "issue:43525", - "issue:43643", + "issue:43572", + "issue:43606", "issue:43646", - "issue:43653", - "issue:43688", - "issue:43697", + "issue:43701", "issue:43720", - "issue:43749", - "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", "issue:43994", + "issue:44291", "issue:44361", - "issue:44442", - "issue:44493", - "issue:44737", - "issue:44756", - "issue:44811", - "issue:44821", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", "issue:44843", - "issue:44857", - "issue:44898", - "issue:44913", - "issue:44991", - "issue:45216", - "issue:45356", - "issue:45357", - "issue:45372", - "issue:45375", - "issue:45588", - "issue:45663", - "issue:45701", - "issue:45704", - "issue:45920", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", "issue:46050", - "issue:46121", - "issue:46170", - "issue:46402", - "issue:46701", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", "issue:46821", - "issue:46829", - "issue:46846", - "issue:47000", + "issue:46832", "issue:47332" ], "soft_pairs": [ - "issue:45663|issue:46846", - "issue:44913|issue:46121", - "issue:43452|issue:44843", - "issue:43697|issue:46829", - "issue:44737|issue:45588", - "issue:43697|issue:45216", - "issue:43720|issue:44898", - "issue:45357|issue:45920", - "issue:44493|issue:46050", - "issue:43653|issue:44361", - "issue:38175|issue:43295", - "issue:44361|issue:44442", - "issue:43688|issue:43749", - "issue:43643|issue:45375", - "issue:43994|issue:44898", - "issue:44843|issue:44991", - "issue:44821|issue:46821", - "issue:40444|issue:44811", - "issue:44756|issue:47332", - "issue:29159|issue:33357", - "issue:45372|issue:46170", - "issue:43688|issue:45704", - "issue:44857|issue:47000", - "issue:43525|issue:46701", - "issue:43295|issue:45356", - "issue:43756|issue:46402", - "issue:43688|issue:45701", - "issue:43646|issue:43749" + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:45491|issue:46002", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43278|issue:43844", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:46209|issue:46710", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832" ], - "prepared_review_unit_hash": "716ebc9c6b75feb6db9103a38f8232e85be42204850a713dda9f23aa08bbf5d5", + "prepared_review_unit_hash": "03f17dd6d7954575643e6848bd7048218a34457bbf4a9e5b26d6b196344faff7", "component_budget": { "node_count": 528, "item_count": 528, @@ -8088,184 +8339,196 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36384, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "soft_pair_count": 30, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated Transformers issues that only share broad subsystem vocabulary (tokenizers, loading, vision, configuration). None of the listed soft pairs look like the same underlying bug or change, so I rejected them all.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45920 is the broadest and most representative report here: a v5 tokenizer regression affecting multiple models and token IDs, which best matches the cluster\u2019s recurring tokenizer/loading theme.", + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, config, loading, training, or inference regressions that only share superficial transformer-v5-style symptoms. No soft pair looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick an anchor, issue 43646 is the broadest v5 regression report about model initialization, but the set is too mixed to have a true canonical duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest cluster representative because it describes a cross-model tokenizer regression rather than a model-specific edge case.", + "best_issue_reason": "Issue 43646 is the least-specific and most umbrella-like report in the group; it best fits as a loose representative, though it still should not be treated as a real duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Different models and different failure modes: Gemma-4 FSDP2 key error vs Qwen3.5 TP plan omissions/OOM." + "reason": "Both are AttributeError/loading failures, but one is packed-weight handling during accelerate loading and the other is a tokenizer/tasks runtime failure." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Both touch RoPE/config handling, but one is a reload-default bug and the other is a TypeError from JSON-loaded lists; not the same defect." + "reason": "Both mention missing pad-token fields, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Unrelated codepaths: gguf/pretrained loading breakage vs unconditional model_info() call in offline Mistral regex patching." + "reason": "One is a Phi-4 multimodal model-load failure; the other is a dependency/version-floor problem for `MIN_PEFT_VERSION`." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Different models and symptoms: RT-DETR output drift vs VideoPrism output field mismatch." + "reason": "Same API area, but one crashes on batched input with `padding=False` and the other on assistant tool-call messages with no content." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "XLNet CPU device bug and flash-attention s_aux None crash are unrelated." + "reason": "SigLIP2 implementation discrepancy and an offline-mode hub lookup regression are unrelated code paths." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "RT-DETR inference drift is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are completely different failures." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model paths." + "reason": "Both involve NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Qwen3.5 visual encoder key serialization is unrelated to tokenizer token-ID regression across models." + "reason": "Gemma4 device-mismatch during forward and broken quantized save/load are distinct bugs." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Position-id key warnings and sinq quantization save/load breakage are different bugs." + "reason": "Qwen flash-attention generation failure and FP8/B200 inference incompatibility are not the same underlying issue." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Both are tokenizer-related errors, but on different tokenizers and different root causes." + "reason": "MPS attention correctness and a Trainer import/dependency conflict have no shared fix path." }, { - "left": "issue:38175", + "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probability inference and processor.tokenizer regression are not the same underlying issue." + "reason": "Documentation example errors and a processor/tokenizer regression are unrelated." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Distinct tokenizer implementations and failures; no shared concrete code-path." + "reason": "Model-load failure for `cjvt/sleng-bert` and an offline-mode `_patch_mistral_regex` regression are different problems." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Wrong SigLIP2 outputs and `return_tensors` being ignored are separate tokenizer/pipeline behaviors." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Generic trust_remote_code field loss and a Qwen3_5MoeVisionConfig strict-field drop are different serialization problems." + "reason": "Tokenizer BPE marker handling and flash-attention generation correctness are unrelated." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:45405", + "right": "issue:47332", "accept": false, - "reason": "Different vision models and symptoms; one is nonsensical SigLIP2 outputs, the other is Perceiver resize/interpolation failure." + "reason": "A PyPI version bump issue and a disk-offload save failure are different kinds of regressions." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Offline regex patching bug and EMBEDDIA tokenizer loading regression are not the same code-path." + "reason": "Embedding dtype drift and ZeRO-3 gradient explosion do not point to the same bug." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Both touch Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping for causal LM construction." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Multi-image iterable fine-tuning failure and Whisper batch_decode skip_special_tokens behavior are different issues." + "reason": "Both involve missing pad-token metadata, but they are different config classes and different attribute names." }, { - "left": "issue:44756", - "right": "issue:47332", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Strix Halo mmap/OOM mitigation and disk-offloaded Qwen3-VL save failure are unrelated." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Generic slow-vs-fast tokenizer inconsistency and a MacOS CLIP bus error are different bugs." + "reason": "BF16-to-FP32 embedding drift and `resume_from_checkpoint` key mismatch are unrelated." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "These titles point to different failures: Gemma 4 processor loading import issues vs Windows ROCm torch.distributed dependency problems." + "reason": "Custom model init breakage and inconsistent `lm_head.weight` serialization are different code paths." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "mDeBERTa special-token handling and Granite token-ID corruption are distinct tokenizer regressions." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Different RT-DETR losses and different crash causes; not mergeable as one bug." + "reason": "Saving/loading custom token IDs is a config persistence issue, not the same as a tokenizer task AttributeError." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Both are upgrade-related regressions, but one is FP8 inference support and the other is an accuracy regression in a specific model." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling are different tokenizer bugs." + "reason": "Missing `pad_token_idx` in a config and an unexpected `_is_hf_initialized` argument during `init_empty_weights` are unrelated." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Smollm3 RoPE-layer omission and Sam3Model text encoder weight loading are unrelated model bugs." + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training have no shared underlying bug." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Custom model initialization regression and FSDP CPU RAM-efficient loading failure are not the same underlying problem." + "reason": "A legacy-field load failure for Beit and a CPU-offload device mismatch for Bark are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and float8 storage lookup failure are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM `window_size` AttributeError and RT-DETR feature-level TypeError are separate model bugs." } ] }, @@ -8280,103 +8543,98 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 27, + "review_unit_index": 29, "review_unit_count": 65, "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-10000-528", "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", "issue:32090", - "issue:33666", - "issue:36010", - "issue:36331", - "issue:41720", - "issue:42898", - "issue:43278", - "issue:43452", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43493", "issue:43504", - "issue:43550", - "issue:43577", "issue:43606", - "issue:43611", - "issue:43643", "issue:43653", - "issue:43688", - "issue:43720", - "issue:43761", - "issue:43782", - "issue:43927", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44423", "issue:44464", - "issue:44466", - "issue:44479", - "issue:44484", - "issue:44554", - "issue:44561", - "issue:44568", - "issue:44610", - "issue:44625", - "issue:44704", + "issue:44493", + "issue:44589", "issue:44734", - "issue:44743", - "issue:44977", - "issue:45405", - "issue:45440", - "issue:45542", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", "issue:46050", - "issue:46178", - "issue:46491", - "issue:46612", - "issue:46693", - "issue:46829", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", "issue:46832", "issue:46846", - "issue:46932", "issue:47013", - "issue:47254", - "issue:47276" + "issue:47145", + "issue:47254" ], "soft_pairs": [ - "issue:43653|issue:44568", - "issue:45542|issue:46178", - "issue:43761|issue:46829", - "issue:46832|issue:46932", - "issue:43653|issue:43927", - "issue:43761|issue:47013", - "issue:44464|issue:44743", - "issue:33666|issue:36010", - "issue:44479|issue:44625", - "issue:43452|issue:43577", - "issue:42898|issue:46491", - "issue:32090|issue:33666", - "issue:44466|issue:46050", - "issue:33666|issue:36331", - "issue:43688|issue:45440", - "issue:41720|issue:44464", - "issue:44977|issue:46693", - "issue:44484|issue:44704", - "issue:43504|issue:43550", - "issue:44464|issue:44977", - "issue:43643|issue:44561", - "issue:44734|issue:46612", - "issue:45405|issue:47254", - "issue:43278|issue:43688", - "issue:43504|issue:43720", - "issue:43782|issue:46693", - "issue:44625|issue:47276", - "issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:43504|issue:44610", - "issue:43577|issue:44554", - "issue:43611|issue:46846" - ], - "prepared_review_unit_hash": "c40c57d3d662b371238b218bea72e5f3133f39efe7738b1ae194763e943db299", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, + "issue:44589|issue:45520", + "issue:44493|issue:46285", + "issue:44849|issue:46209", + "issue:45245|issue:46710", + "issue:43504|issue:43653", + "issue:44849|issue:45357", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:43994|issue:44493", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:15354|issue:38175", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:42947|issue:43381", + "issue:44849|issue:47145", + "issue:29159|issue:32090", + "issue:45229|issue:45823", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:44423|issue:44734", + "issue:45588|issue:46050", + "issue:43937|issue:46701", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "5c3be59ac262722851de7b25992dac07086e4e72cc9ae96d65f069be338b828f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, "serialized_chars": 1009956, "estimated_input_tokens": 252489, "estimated_eval_tokens": 505234 @@ -8384,214 +8642,178 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37643, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "soft_pair_count": 27, + "serialized_chars": 35917, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a similarity bucket of unrelated issues across tokenization, loading, training, generation, and config/backend plumbing. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR target.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the candidates span many unrelated failure modes, so there is no clear duplicate anchor for the cluster.", + "summary": "The cluster is not a duplicate set: it mixes many unrelated tokenizer, trainer, serving, quantization, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44568 is the closest thing to a broadly stated regression-style issue, but it still only covers one tokenizer-specific bug and does not represent the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both are tokenizer regressions, but one is BigBird special-token registration and the other is BOS/EOS insertion for mdeberta; different bugs." + "reason": "Different failure modes and subsystems: FP8 storage lookup vs flash_attn import key error on Python 3.13." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Both mention TF-related backend issues, but one is tensorboard-without-TensorFlow and the other is an unknown tensorflow_text backend mapping problem." + "reason": "One is a position-id key warning across many models; the other is a CLIP text-model structure change." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Different output bugs: hidden_states missing in CLIPVisionModel vs hidden_states mispackaged in VideoPrism classification output." + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure on B200." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated model bugs." + "reason": "Category cardinality error is unrelated to a post-upgrade accuracy regression." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Tokenizer special-token registration vs DiaConfig losing custom token IDs after save/load; different layers and symptoms." + "reason": "Legacy-field model loading bug is unrelated to BigBirdTokenizer special-token registration/empty decode." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "CLIP hidden_states regression and xLSTM state-unpacking crash are unrelated code paths." + "reason": "Different Qwen3.5 issues: output_hidden_states behavior vs save_pretrained visual encoder key regression." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Both involve generation/cache behavior, but compiled chunked generation and xLSTM recurrent-state reset are different bugs." + "reason": "CPU offload device mismatch is not the same as a stale CI test failure." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated issues." + "reason": "Bfloat16 dtype mismatch in specific models is unrelated to RTDetr feature-level indexing/forward error." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Video input regression and num_labels propagation are different Qwen3.5 problems." + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are different bugs." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "gguf_file loading failure and BLIP2 dtype staying float32 are separate from_pretrained vs dtype bugs." + "reason": "Local-path trailing-slash import warning is unrelated to GPT-oss-20b CUDA OOM." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Both are tokenizer-related, but one is a v5 clean_up_tokenization_spaces behavior change and the other is a CodeLlama leading-space round-trip regression." + "reason": "ZeRO-3 gradient growth bug is unrelated to Phi-4 multimodal loading failure." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are different multi-GPU failures." + "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:44466", + "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Inconsistent lm_head serialization and sinq quantized save/load breakage are unrelated persistence bugs." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Both touch training, but one is Qwen2-VL multi-GPU setup and the other is a CustomTrainer signature change." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Aux loss normalization and DeepseekV3MoE divergence are different model-math issues." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "cudaErrorAssert on auto device mapping is not the same as compiled chunked generation inconsistency." - }, - { - "left": "issue:44977", - "right": "issue:46693", - "accept": false, - "reason": "Both involve generation and attention, but one is a Qwen3.5 correctness bug and the other is a long-context performance regression." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "save_pretrained sharding-size question and AutoProcessor cached_file kwargs handling are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Beit legacy-field loading and Bamba SDPA torch.compile failure are different model/runtime bugs." + "reason": "Quantization/offloading behavior complaint is not the same as broken save/load for sinq-quantized models." }, { "left": "issue:44464", - "right": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after token alignment." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." + "reason": "LoRA gradient checkpointing ineffectiveness is different from gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "KV-cache continuation indexing and beam-search cache reorder skipping are both generation bugs, but not the same mechanism or fix." + "reason": "Qwen3.5 hidden-state bug and FP8 checkpoint weight_scale omission are unrelated." }, { - "left": "issue:45405", - "right": "issue:47254", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "MIN_PEFT_VERSION bump and PEFT+ZeRO-3 checkpointing error are unrelated versioning vs runtime issues." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast NoneType error." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Embedding dtype drift and auxiliary-loss normalization are different numerical regressions." + "reason": "CUDA OOM in multi-GPU Gemma4 inference is not the same as a device-map forward mismatch." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Beit pretrained-load legacy field and BitNet packed-weight loading are separate loading failures." + "reason": "Missing decorator for rotary-pos-emb registration is unrelated to TP plan omissions causing OOM/shape errors." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are unrelated." + "reason": "xLSTM state unpacking crash is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint errors." }, { - "left": "issue:44625", - "right": "issue:47276", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Num_labels propagation and a synced_gpus warning message are not the same bug." + "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "BitNet packed weights during accelerate loading and DiaConfig token ID loss are unrelated." + "reason": "Non-template node compilation error is unrelated to flash_attn import key handling." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig token ID persistence are unrelated." + "reason": "Missing default mm_token_type_ids is unrelated to Gemma4 multi-GPU OOM." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor size mismatch affect different models and code paths." + "reason": "Continuous-batching multimodal crash with string tensor handling is unrelated to KV-cache continuation indexing." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "BLIP2 dtype handling and the MPS attention correctness issue are unrelated." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { - "left": "issue:43611", + "left": "issue:43493", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading regression and missing linear_attn entries in the Qwen3.5 TP plan are different problems." + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as Qwen3.5 tensor-parallel plan omissions." } ] }, @@ -8606,97 +8828,97 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 28, + "review_unit_index": 30, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:28218", - "issue:33357", - "issue:33666", + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", "issue:39692", - "issue:42796", - "issue:43278", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", "issue:43295", "issue:43334", + "issue:43404", + "issue:43450", "issue:43493", - "issue:43504", "issue:43525", + "issue:43540", + "issue:43550", "issue:43572", - "issue:43606", - "issue:43646", - "issue:43701", - "issue:43720", + "issue:43575", "issue:43824", - "issue:43825", "issue:43844", - "issue:43927", - "issue:43994", - "issue:44291", - "issue:44361", - "issue:44466", - "issue:44488", - "issue:44514", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", "issue:44554", - "issue:44568", - "issue:44589", - "issue:44843", - "issue:44964", + "issue:44610", + "issue:44869", "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", "issue:45290", - "issue:45405", - "issue:45491", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", "issue:45759", - "issue:45812", "issue:45823", - "issue:46002", - "issue:46050", + "issue:46121", + "issue:46178", "issue:46192", - "issue:46209", - "issue:46365", - "issue:46489", + "issue:46369", + "issue:46701", "issue:46710", - "issue:46821", - "issue:46832", - "issue:47332" + "issue:46752", + "issue:46821" ], "soft_pairs": [ - "issue:43720|issue:44361", - "issue:43525|issue:43572", - "issue:44964|issue:45405", - "issue:44514|issue:45290", - "issue:43493|issue:43825", - "issue:28218|issue:33357", - "issue:45491|issue:46002", - "issue:45823|issue:46050", - "issue:44977|issue:46209", - "issue:44554|issue:46365", - "issue:39692|issue:43295", - "issue:44488|issue:44843", - "issue:43994|issue:46192", - "issue:42796|issue:44977", - "issue:45405|issue:47332", - "issue:43278|issue:43844", - "issue:43334|issue:45759", - "issue:43334|issue:43572", - "issue:44568|issue:46489", - "issue:43278|issue:43701", - "issue:43646|issue:44466", - "issue:44568|issue:45812", - "issue:43493|issue:43844", - "issue:43927|issue:44361", - "issue:46209|issue:46710", - "issue:43572|issue:44291", - "issue:33357|issue:33666", - "issue:43504|issue:43606", - "issue:43824|issue:44589", - "issue:46821|issue:46832" + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:37428|issue:43957", + "issue:44869|issue:46752", + "issue:44977|issue:46701", + "issue:29942|issue:30333", + "issue:43295|issue:43450", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:37428|issue:43824", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "03f17dd6d7954575643e6848bd7048218a34457bbf4a9e5b26d6b196344faff7", + "prepared_review_unit_hash": "b9ca2196ab72d7269913430f1e3527a7d61b688015d937f5729b46858024de26", "component_budget": { "node_count": 528, "item_count": 528, @@ -8706,198 +8928,210 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36950, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, config, loading, training, or inference regressions that only share superficial transformer-v5-style symptoms. No soft pair looks like the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "If forced to pick an anchor, issue 43646 is the broadest v5 regression report about model initialization, but the set is too mixed to have a true canonical duplicate issue.", + "summary": "The soft-pair set is heterogeneous: most items are unrelated model-specific regressions or docs/API issues. I reject every soft duplicate edge; none look like the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the strongest representative of the set by activity/inbound refs, but the cluster is too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the least-specific and most umbrella-like report in the group; it best fits as a loose representative, though it still should not be treated as a real duplicate hub.", + "best_issue_reason": "issue:43873 has the broadest cross-cutting impact and the most discussion, so it is the best single representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Both are AttributeError/loading failures, but one is packed-weight handling during accelerate loading and the other is a tokenizer/tasks runtime failure." + "reason": "Both involve Qwen3/accuracy or device behavior, but one is a device-map CUDA assert and the other is an accuracy regression after upgrade; different failure modes." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + "reason": "One is an MPS attention correctness issue, the other is a flex_attention import/version-check bug; not the same code-path." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "One is a Phi-4 multimodal model-load failure; the other is a dependency/version-floor problem for `MIN_PEFT_VERSION`." + "reason": "Both mention Sam3, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow in a model invocation; distinct problems." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Same API area, but one crashes on batched input with `padding=False` and the other on assistant tool-call messages with no content." + "reason": "Both touch model loading/attention-related internals, but one is an import error for a missing flash-attention helper and the other is a meta-device loading regression." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "SigLIP2 implementation discrepancy and an offline-mode hub lookup regression are unrelated code paths." + "reason": "Different text-processing crashes: Whisper timestamp decoding vs apply_chat_template on empty input." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are completely different failures." + "reason": "Both affect generation/pipeline behavior, but they target different models and different processing stacks." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Both involve NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." + "reason": "Unrelated bugs: flash-attention test failures versus MLflow reporting after training failure." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Gemma4 device-mismatch during forward and broken quantized save/load are distinct bugs." + "reason": "Both concern processors, but one is a regression in processor.tokenizer/image tokenization and the other is a batched video-shape bug." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43404", + "right": "issue:46710", "accept": false, - "reason": "Qwen flash-attention generation failure and FP8/B200 inference incompatibility are not the same underlying issue." + "reason": "A tied lm_head issue in Mistral3 is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "MPS attention correctness and a Trainer import/dependency conflict have no shared fix path." + "reason": "Different models and different failure classes: dtype mismatch in bfloat16 inference vs save_pretrained/tokenization failure." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Documentation example errors and a processor/tokenizer regression are unrelated." + "reason": "One is a flash_attention integration crash on s_aux=None; the other is config unwrapping for composite Qwen multimodal configs." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Model-load failure for `cjvt/sleng-bert` and an offline-mode `_patch_mistral_regex` regression are different problems." + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Wrong SigLIP2 outputs and `return_tensors` being ignored are separate tokenizer/pipeline behaviors." + "reason": "Both are config-attribute errors, but they affect different models and different missing fields." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer BPE marker handling and flash-attention generation correctness are unrelated." + "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues." }, { - "left": "issue:45405", - "right": "issue:47332", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "A PyPI version bump issue and a disk-offload save failure are different kinds of regressions." + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Embedding dtype drift and ZeRO-3 gradient explosion do not point to the same bug." + "reason": "Tokenizer crashes on NER/batched padding are not the same as return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping for causal LM construction." + "reason": "Image/tokenizer regression and OmDet-Turbo processor size mismatch are different processor bugs." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Both involve missing pad-token metadata, but they are different config classes and different attribute names." + "reason": "Device-mismatch during Gemma4 forward is unrelated to return_tensors handling." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." + "reason": "torch.compile + SDPA failure is a model/runtime bug, while ZeRO-3 gradient growth is a training/memory-management issue." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "BF16-to-FP32 embedding drift and `resume_from_checkpoint` key mismatch are unrelated." + "reason": "Different symptoms and models: StableLmConfig pad_token_idx vs meta-device loading regressions." }, { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Custom model init breakage and inconsistent `lm_head.weight` serialization are different code paths." + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying problem." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "mDeBERTa special-token handling and Granite token-ID corruption are distinct tokenizer regressions." + "reason": "ImportError for flash_attn on Python 3.13 is unrelated to the backend-mapping ValueError for tensorflow_text." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Saving/loading custom token IDs is a config persistence issue, not the same as a tokenizer task AttributeError." + "reason": "Gemma4 defaults issue and Gemma4 PLE device mismatch affect different parts of the model." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Both are upgrade-related regressions, but one is FP8 inference support and the other is an accuracy regression in a specific model." + "reason": "Both are import errors in transformers, but they concern different symbols and unrelated model families." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Missing `pad_token_idx` in a config and an unexpected `_is_hf_initialized` argument during `init_empty_weights` are unrelated." + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training have no shared underlying bug." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "A legacy-field load failure for Beit and a CPU-offload device mismatch for Bark are different issues." + "reason": "Processor/tokenizer regression and SigLIP2 JAX-vs-HF discrepancy are different issues." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Qwen2.5-VL import failure and float8 storage lookup failure are unrelated." + "reason": "Docs/example errors for SigLIP2 are unrelated to return_tensors being ignored with text_kwargs." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "TimesFM `window_size` AttributeError and RT-DETR feature-level TypeError are separate model bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/loading issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different config classes and likely need separate fixes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." } ] }, @@ -8912,94 +9146,96 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 29, + "review_unit_index": 31, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:15354", "issue:28218", - "issue:29159", - "issue:32090", - "issue:34567", - "issue:38175", - "issue:42490", - "issue:42947", - "issue:43381", - "issue:43493", - "issue:43504", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43550", "issue:43606", "issue:43653", - "issue:43696", - "issue:43701", - "issue:43844", - "issue:43873", - "issue:43937", - "issue:43994", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", "issue:44112", - "issue:44423", - "issue:44464", - "issue:44493", - "issue:44589", - "issue:44734", - "issue:44849", - "issue:44964", - "issue:45072", - "issue:45084", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", "issue:45200", - "issue:45229", - "issue:45245", - "issue:45357", + "issue:45325", + "issue:45381", + "issue:45412", "issue:45520", - "issue:45584", - "issue:45588", - "issue:45823", - "issue:46050", + "issue:45563", + "issue:45593", + "issue:46192", "issue:46209", + "issue:46234", "issue:46285", - "issue:46399", - "issue:46701", - "issue:46710", - "issue:46832", - "issue:46846", - "issue:47013", - "issue:47145", - "issue:47254" + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" ], "soft_pairs": [ - "issue:44589|issue:45520", - "issue:44493|issue:46285", - "issue:44849|issue:46209", - "issue:45245|issue:46710", - "issue:43504|issue:43653", - "issue:44849|issue:45357", - "issue:43606|issue:44112", - "issue:45072|issue:46832", - "issue:43994|issue:44493", - "issue:42490|issue:43696", - "issue:43844|issue:44964", - "issue:15354|issue:38175", - "issue:43873|issue:46050", - "issue:44464|issue:45584", - "issue:42947|issue:43381", - "issue:44849|issue:47145", - "issue:29159|issue:32090", - "issue:45229|issue:45823", - "issue:46399|issue:46846", - "issue:47013|issue:47254", - "issue:28218|issue:34567", - "issue:45084|issue:45520", - "issue:45200|issue:45229", - "issue:44423|issue:44734", - "issue:45588|issue:46050", - "issue:43937|issue:46701", - "issue:43493|issue:43701" + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:44561|issue:46234", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43827|issue:43901", + "issue:43335|issue:43653", + "issue:44857|issue:45593" ], - "prepared_review_unit_hash": "5c3be59ac262722851de7b25992dac07086e4e72cc9ae96d65f069be338b828f", + "prepared_review_unit_hash": "7d0818c9b3de12bf3201771f9cc0c2119740b7506f14f346b6d43dda6c4b1d0c", "component_budget": { "node_count": 528, "item_count": 528, @@ -9011,178 +9247,196 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35917, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "soft_pair_count": 29, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a duplicate set: it mixes many unrelated tokenizer, trainer, serving, quantization, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This set is mostly a collection of unrelated issues across different models/features. None of the soft-similarity pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45200 is the most central item in the set by soft connectivity and is a concrete, well-scoped bug report, but it still does not duplicate the other Gemma4-related issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45200 is the best representative of the set because it is specific and actionable, and it is the only item with multiple near-neighbor soft links.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Different failure modes and subsystems: FP8 storage lookup vs flash_attn import key error on Python 3.13." + "reason": "Different problems: dtype drift in eval vs memory usage in Qwen3 MoE training." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "One is a position-id key warning across many models; the other is a CLIP text-model structure change." + "reason": "Tokenizer spacing bug and embedding reinit bug are unrelated code paths." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure on B200." + "reason": "ImportError for Qwen2.5-VL and DeepSeek detokenization are unrelated." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Category cardinality error is unrelated to a post-upgrade accuracy regression." + "reason": "Video position-id regression and FP8/B200 inference failure are different bugs." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Legacy-field model loading bug is unrelated to BigBirdTokenizer special-token registration/empty decode." + "reason": "Both involve weights/tied embeddings, but one is serialization and the other is LoRA merge collapse." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Different Qwen3.5 issues: output_hidden_states behavior vs save_pretrained visual encoder key regression." + "reason": "CPU arange device bug and ASR training-loss shift bug are unrelated." }, { - "left": "issue:43606", + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug and import_utils flash_attn KeyError are separate issues." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and batched video shape bug are different modalities and code paths." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch is not the same as a stale CI test failure." + "reason": "Tokenizer special-token registration bug and stale CI test are not the same bug." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Bfloat16 dtype mismatch in specific models is unrelated to RTDetr feature-level indexing/forward error." + "reason": "Missing helper function removals in different APIs are not duplicates." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "SigLIP2 wrong outputs and unexpected position-id keys are different bugs." + "reason": "gguf_file loading failure and stale config.dtype on from_config are unrelated." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Both are tokenizer/speech issues, but they affect different models and failure modes." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "ZeRO-3 gradient growth bug is unrelated to Phi-4 multimodal loading failure." + "reason": "Gemma4 text-only fine-tuning mask defaults vs unsafe dtype cast in multimodal embedders are different bugs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." + "reason": "Video input regression and return_tensors being ignored are unrelated." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Quantization/offloading behavior complaint is not the same as broken save/load for sinq-quantized models." + "reason": "Perceiver resize failure and RT-DETR memory leak are unrelated." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after token alignment." + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL position-id scaling are different problems." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "LoRA gradient checkpointing ineffectiveness is different from gradient checkpointing being disallowed in eval mode." + "reason": "DAC latent mismatch and GraniteSpeech CI test flake are unrelated." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 checkpoint weight_scale omission are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile failure do not share the same concrete fix." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast NoneType error." + "reason": "Both are Gemma4-related, but one is missing mm_token_type_ids defaults and the other is quantized dtype casting." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "CUDA OOM in multi-GPU Gemma4 inference is not the same as a device-map forward mismatch." + "reason": "Different models, hardware, and failure signatures." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Missing decorator for rotary-pos-emb registration is unrelated to TP plan omissions causing OOM/shape errors." + "reason": "Processor output-size mismatch and AMP crash in loss code are unrelated." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "xLSTM state unpacking crash is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint errors." + "reason": "DAC STE mismatch and qwen3_omni_moe helper-length behavior are different bugs." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." + "reason": "Janus image-generation test failure and paged generate warning are unrelated." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Non-template node compilation error is unrelated to flash_attn import key handling." + "reason": "CPU offload device mismatch and qwen3_omni_moe helper behavior are unrelated." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Missing default mm_token_type_ids is unrelated to Gemma4 multi-GPU OOM." + "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility issues." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Continuous-batching multimodal crash with string tensor handling is unrelated to KV-cache continuation indexing." + "reason": "Both are docs regressions, but they refer to different pipeline behaviors and fixes." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Sparse-layer config bug and tokenizer special-token registration bug are unrelated." }, { - "left": "issue:43493", - "right": "issue:46846", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as Qwen3.5 tensor-parallel plan omissions." + "reason": "Loss AMP crash and D-FINE auxiliary-loss omission are unrelated training bugs." } ] }, @@ -9197,98 +9451,95 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 30, + "review_unit_index": 32, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:29870", + "issue:28282", "issue:29942", - "issue:30333", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", "issue:37428", + "issue:38175", "issue:39692", - "issue:41720", "issue:42490", - "issue:42915", - "issue:43065", - "issue:43295", - "issue:43334", - "issue:43404", - "issue:43450", - "issue:43493", - "issue:43525", - "issue:43540", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", "issue:43550", - "issue:43572", - "issue:43575", - "issue:43824", - "issue:43844", - "issue:43873", - "issue:43957", - "issue:44186", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", "issue:44521", - "issue:44554", - "issue:44610", - "issue:44869", - "issue:44977", - "issue:45072", - "issue:45198", - "issue:45200", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:45083", "issue:45290", - "issue:45406", - "issue:45446", + "issue:45412", "issue:45520", + "issue:45584", "issue:45588", "issue:45759", - "issue:45823", - "issue:46121", - "issue:46178", - "issue:46192", - "issue:46369", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821" + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" ], "soft_pairs": [ - "issue:41720|issue:46710", - "issue:44554|issue:45446", - "issue:43065|issue:46369", - "issue:37428|issue:43957", - "issue:44869|issue:46752", - "issue:44977|issue:46701", - "issue:29942|issue:30333", - "issue:43295|issue:43450", - "issue:43404|issue:46710", - "issue:45072|issue:45198", - "issue:45588|issue:45759", - "issue:45406|issue:46121", - "issue:43572|issue:46821", - "issue:43295|issue:43873", - "issue:43540|issue:45200", - "issue:44186|issue:46192", - "issue:43295|issue:44610", - "issue:45823|issue:46192", - "issue:43550|issue:43844", - "issue:43572|issue:43957", - "issue:43450|issue:43575", - "issue:45520|issue:46178", - "issue:45200|issue:45823", - "issue:37428|issue:43824", - "issue:29870|issue:29942", - "issue:42490|issue:43493", - "issue:43295|issue:43493", - "issue:39692|issue:46192", - "issue:42915|issue:43824", - "issue:43334|issue:43525", - "issue:44521|issue:45290" - ], - "prepared_review_unit_hash": "b9ca2196ab72d7269913430f1e3527a7d61b688015d937f5729b46858024de26", - "component_budget": { + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:46424|issue:46858", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:43606", + "issue:46431|issue:46566", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:44514|issue:44521", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "11e5b2a222fb83bf8f05e1584fca7ebff65a27bd52f12a4e5d80355fcc7b1059", + "component_budget": { "node_count": 528, "item_count": 528, "soft_pair_count": 1949, @@ -9297,210 +9548,186 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36593, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-pair set is heterogeneous: most items are unrelated model-specific regressions or docs/API issues. I reject every soft duplicate edge; none look like the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the strongest representative of the set by activity/inbound refs, but the cluster is too diverse for a true duplicate canonical.", + "summary": "These items are mostly unrelated Transformers issues across different subsystems; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the broadest cross-cutting impact and the most discussion, so it is the best single representative if one must be chosen.", + "best_issue_reason": "issue:44521 is the strongest standalone issue by activity and inbound references, but it is not a clear duplicate hub for the rest of this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both involve Qwen3/accuracy or device behavior, but one is a device-map CUDA assert and the other is an accuracy regression after upgrade; different failure modes." + "reason": "Different bugs: LasrFeatureExtractor center-arg crash vs Whisper empty-transcription handling after align_special_tokens." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "One is an MPS attention correctness issue, the other is a flex_attention import/version-check bug; not the same code-path." + "reason": "Different model families and failures: Qwen multimodal from_config text_config unwrapping vs CLIP class structure regression." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Both mention Sam3, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow in a model invocation; distinct problems." + "reason": "Unrelated symptoms/code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both touch model loading/attention-related internals, but one is an import error for a missing flash-attention helper and the other is a meta-device loading regression." + "reason": "Different issues: stale config.dtype after from_config(dtype=...) vs TimesFM window_size attribute error." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Different text-processing crashes: Whisper timestamp decoding vs apply_chat_template on empty input." + "reason": "Both are import/runtime failures, but one is missing PyTorch and the other is a MacOS bus error on a community CLIP model." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Both affect generation/pipeline behavior, but they target different models and different processing stacks." + "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is BeitImageProcessorFast reduce_labels returning only one label." }, { "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Unrelated bugs: flash-attention test failures versus MLflow reporting after training failure." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Both concern processors, but one is a regression in processor.tokenizer/image tokenization and the other is a batched video-shape bug." - }, - { - "left": "issue:43404", - "right": "issue:46710", - "accept": false, - "reason": "A tied lm_head issue in Mistral3 is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." - }, - { - "left": "issue:45072", - "right": "issue:45198", + "right": "issue:32090", "accept": false, - "reason": "Different models and different failure classes: dtype mismatch in bfloat16 inference vs save_pretrained/tokenization failure." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different code paths and failure modes." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "One is a flash_attention integration crash on s_aux=None; the other is config unwrapping for composite Qwen multimodal configs." + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs Beit semantic-segmentation loading a legacy field." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." + "reason": "Both involve cache handling, but one is max_cache_length semantics and the other is device-tensor seq_length breaking static-cache arithmetic." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "Both are config-attribute errors, but they affect different models and different missing fields." + "reason": "Model loading via base_model_prefix and lm_head.weight serialization inconsistency are distinct issues." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues." + "reason": "Different targets: Bamba SDPA/torch.compile failure vs GraniteSpeech stale device-override CI test." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Different bugs: Python 3.13 torch.jit parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding are not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Unrelated: sparse encoder-layer construction vs audio feature-length computation." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Image/tokenizer regression and OmDet-Turbo processor size mismatch are different processor bugs." + "reason": "Sparse-layer config bug and CI device-override failure do not share the same underlying fix." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Device-mismatch during Gemma4 forward is unrelated to return_tensors handling." + "reason": "Both are platform import issues, but one is flash_attn on Python 3.13 and the other is torch.distributed dependency trouble on Windows ROCm." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43335", + "right": "issue:43606", "accept": false, - "reason": "torch.compile + SDPA failure is a model/runtime bug, while ZeRO-3 gradient growth is a training/memory-management issue." + "reason": "Different problems: SwitchTransformers config construction vs Bark CPU-offload device mismatch." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Different symptoms and models: StableLmConfig pad_token_idx vs meta-device loading regressions." + "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated failures." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying problem." + "reason": "Different model behaviors: Pegasus v4/v5 output drift vs qwen3_5 recurrent state reset with cache." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "ImportError for flash_attn on Python 3.13 is unrelated to the backend-mapping ValueError for tensorflow_text." + "reason": "Both involve chat templating, but one crashes on assistant tool-call messages and the other is a continue_final_message bug for mistral_common tokenizers." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Gemma4 defaults issue and Gemma4 PLE device mismatch affect different parts of the model." + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash unit-test loading failure are not the same bug." }, { "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors in transformers, but they concern different symbols and unrelated model families." - }, - { - "left": "issue:29870", - "right": "issue:29942", + "right": "issue:44351", "accept": false, - "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." + "reason": "Both are import errors, but for different symbols and different compatibility causes." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." + "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Processor/tokenizer regression and SigLIP2 JAX-vs-HF discrepancy are different issues." + "reason": "Different regressions: Llama 3.2 Vision model loading vs token-embedding resize reinitialization in post_init." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to return_tensors being ignored with text_kwargs." + "reason": "Both touch flash/attention-related code, but one is s_aux=None crashing flash_attention.py and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/loading issues." + "reason": "Closely themed chat-template bugs, but one is a batched-padding crash and the other is all-zero assistant masks for multimodal inputs." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Both are pad_token_id attribute errors, but they affect different config classes and likely need separate fixes." + "reason": "Documentation-example errors and BeitImageProcessorFast label reduction are different layers and failure modes." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." + "reason": "DAC.from_latents mismatch with missing STE and unexpected position-id keys are unrelated model-behavior issues." } ] }, @@ -9515,96 +9742,93 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 31, + "review_unit_index": 33, "review_unit_count": 65, "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-10000-528", "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", "issue:35141", - "issue:37428", - "issue:41720", - "issue:43262", + "issue:38175", + "issue:39692", + "issue:42490", "issue:43278", - "issue:43335", - "issue:43425", - "issue:43450", - "issue:43452", + "issue:43329", "issue:43550", + "issue:43575", "issue:43606", - "issue:43653", - "issue:43819", - "issue:43824", - "issue:43827", - "issue:43856", - "issue:43901", - "issue:43950", - "issue:43975", + "issue:43701", + "issue:43720", + "issue:43825", "issue:44112", - "issue:44442", - "issue:44466", - "issue:44479", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", "issue:44561", - "issue:44610", - "issue:44737", - "issue:44792", + "issue:44779", "issue:44857", - "issue:44898", + "issue:45072", "issue:45083", "issue:45127", - "issue:45198", - "issue:45200", - "issue:45325", + "issue:45245", + "issue:45290", + "issue:45310", "issue:45381", - "issue:45412", - "issue:45520", - "issue:45563", + "issue:45459", + "issue:45478", "issue:45593", - "issue:46192", - "issue:46209", + "issue:45823", "issue:46234", - "issue:46285", - "issue:46512", - "issue:46894", - "issue:46899", - "issue:46932" + "issue:46424", + "issue:47000" ], "soft_pairs": [ - "issue:43278|issue:43856", - "issue:28218|issue:35141", - "issue:43824|issue:43975", - "issue:45381|issue:46209", - "issue:44466|issue:45127", - "issue:44737|issue:46894", - "issue:43975|issue:45520", - "issue:43262|issue:43450", - "issue:43950|issue:46285", - "issue:43653|issue:44112", - "issue:44561|issue:46234", - "issue:43452|issue:46512", - "issue:44442|issue:45198", - "issue:45200|issue:46899", - "issue:44479|issue:46192", - "issue:44898|issue:45412", - "issue:45200|issue:45325", - "issue:43819|issue:44112", - "issue:43335|issue:43550", - "issue:45200|issue:46932", - "issue:41720|issue:46209", - "issue:44610|issue:44857", - "issue:43819|issue:45083", - "issue:44792|issue:45563", - "issue:43606|issue:45083", - "issue:37428|issue:43425", - "issue:43827|issue:43901", - "issue:43335|issue:43653", - "issue:44857|issue:45593" + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:10000|issue:15354", + "issue:26413|issue:31501", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:45127|issue:45245", + "issue:43550|issue:45083", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:32090|issue:33357", + "issue:45459|issue:46234", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44464|issue:46424", + "issue:45290|issue:45381" ], - "prepared_review_unit_hash": "7d0818c9b3de12bf3201771f9cc0c2119740b7506f14f346b6d43dda6c4b1d0c", + "prepared_review_unit_hash": "703485da526519fc05215f4c09b4ba9179a9477fb0652637ef6f3cc73c0fda94", "component_budget": { "node_count": 528, "item_count": 528, @@ -9614,205 +9838,196 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36738, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35269, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated issues across different models/features. None of the soft-similarity pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45200 is the most central item in the set by soft connectivity and is a concrete, well-scoped bug report, but it still does not duplicate the other Gemma4-related issues.", + "summary": "Most candidate pairs are false positives; only issue:45310 and issue:45478 are clear duplicates describing the same Qwen3.5 MoE from_pretrained regression.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical: it matches issue:45478 exactly on title and underlying failure, and it\u2019s the more complete report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45200 is the best representative of the set because it is specific and actionable, and it is the only item with multiple near-neighbor soft links.", + "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Different problems: dtype drift in eval vs memory usage in Qwen3 MoE training." + "reason": "Different errors in different paths: LayoutLMv3 box handling vs Trainer GPU broadcast of NoneType." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Tokenizer spacing bug and embedding reinit bug are unrelated code paths." + "reason": "Unrelated models and failures: CPU offload device mismatch vs LwDetrImageLoss AMP crash." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "ImportError for Qwen2.5-VL and DeepSeek detokenization are unrelated." + "reason": "Different subsystems and symptoms: feature extractor center arg regression vs Gemma4 device-map mismatch." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Video position-id regression and FP8/B200 inference failure are different bugs." + "reason": "One is a SigLIP2 docs/example issue; the other is a broad position-id/key regression across models." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Both involve weights/tied embeddings, but one is serialization and the other is LoRA merge collapse." + "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; not the same underlying issue." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "CPU arange device bug and ASR training-loss shift bug are unrelated." + "reason": "Different problem classes: dtype drift during eval vs a pipeline error message about translation tasks." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Detokenization bug and import_utils flash_attn KeyError are separate issues." + "reason": "BitNet packed-weight loading bug vs a stale CI test in GraniteSpeech; unrelated code paths." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Audio chat-template sampling-rate bug and batched video shape bug are different modalities and code paths." + "reason": "Both mention helpers/config flow, but the actual failures are different and not the same bug." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different regressions." + "reason": "Completely different model/export issues: DistilBertModel error vs torch.jit GeneratorExp limitation." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Tokenizer special-token registration bug and stale CI test are not the same bug." + "reason": "Both involve training startup, but one is checkpoint resume iterator failure and the other is FineWeb training not starting." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Missing helper function removals in different APIs are not duplicates." + "reason": "Different regressions: Pegasus output drift vs Deepseek tokenizer correctness in v5." }, { - "left": "issue:43452", - "right": "issue:46512", - "accept": false, - "reason": "gguf_file loading failure and stale config.dtype on from_config are unrelated." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; the titles and described failure align." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Both are tokenizer/speech issues, but they affect different models and failure modes." + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-cardinality RuntimeError." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 text-only fine-tuning mask defaults vs unsafe dtype cast in multimodal embedders are different bugs." + "reason": "torch.compile+SDPA failure for Bamba is unrelated to the feature-extract length helper behavior." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Video input regression and return_tensors being ignored are unrelated." + "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Perceiver resize failure and RT-DETR memory leak are unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL position-id scaling are different problems." + "reason": "Different runtime failures: NoneType broadcast vs MacOS bus error on CLIP loading." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech CI test flake are unrelated." + "reason": "Tokenizer/protobuf error masking is unrelated to a missing import_utils symbol." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile failure do not share the same concrete fix." + "reason": "SigLIP2 zero probabilities is a model-specific inference bug, not the generic position-id warning issue." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Both are Gemma4-related, but one is missing mm_token_type_ids defaults and the other is quantized dtype casting." + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Different models, hardware, and failure signatures." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "Processor output-size mismatch and AMP crash in loss code are unrelated." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC STE mismatch and qwen3_omni_moe helper-length behavior are different bugs." + "reason": "Both touch detection losses, but they are different loss bugs and not the same code-path problem." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Janus image-generation test failure and paged generate warning are unrelated." + "reason": "Flash Attention tests failing is unrelated to embedding reinitialization after resizing token embeddings." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe helper behavior are unrelated." + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 vision model loading are different issues." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility issues." + "reason": "BART generate decoder_attention_mask bug is unrelated to Trainer broadcast NoneType handling." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Both are docs regressions, but they refer to different pipeline behaviors and fixes." + "reason": "Embedding dtype mismatch during evaluate is unrelated to the multimodal token counting video-branch undefined names." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Sparse-layer config bug and tokenizer special-token registration bug are unrelated." + "reason": "Compiled-forward chunked generation inconsistency is not the same as cache max length being ignored outside quantized cache." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Loss AMP crash and D-FINE auxiliary-loss omission are unrelated training bugs." + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are separate failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and very similar descriptions. The other soft-edge rejections are conservative and consistent with the issue titles/body summaries. No overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9820,94 +10035,96 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 32, + "review_unit_index": 34, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:28282", + "issue:25251", + "issue:29127", + "issue:29870", "issue:29942", + "issue:30064", "issue:32090", + "issue:33290", "issue:33357", - "issue:34689", - "issue:35141", + "issue:34567", "issue:37428", - "issue:38175", "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", "issue:42490", - "issue:43335", - "issue:43388", - "issue:43504", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", "issue:43526", - "issue:43550", - "issue:43606", - "issue:43611", - "issue:43819", - "issue:43854", - "issue:44112", - "issue:44206", - "issue:44351", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", "issue:44448", "issue:44466", - "issue:44493", - "issue:44514", - "issue:44521", - "issue:44617", - "issue:44743", + "issue:44530", + "issue:44561", + "issue:44779", "issue:44855", - "issue:45083", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", "issue:45290", - "issue:45412", - "issue:45520", - "issue:45584", + "issue:45440", "issue:45588", - "issue:45759", - "issue:45859", - "issue:46170", - "issue:46285", - "issue:46326", - "issue:46424", - "issue:46431", - "issue:46512", - "issue:46566", - "issue:46697", - "issue:46821", - "issue:46858" + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47276" ], "soft_pairs": [ - "issue:44206|issue:45584", - "issue:45759|issue:46285", - "issue:38175|issue:45412", - "issue:46512|issue:46821", - "issue:28282|issue:33357", - "issue:43388|issue:43526", - "issue:29942|issue:32090", - "issue:43335|issue:43504", - "issue:46424|issue:46858", - "issue:43611|issue:44466", - "issue:43550|issue:44112", - "issue:44855|issue:45083", - "issue:43335|issue:45083", - "issue:43335|issue:44112", - "issue:45520|issue:46170", - "issue:43335|issue:43606", - "issue:46431|issue:46566", - "issue:44448|issue:44743", - "issue:45290|issue:46326", - "issue:42490|issue:43854", - "issue:37428|issue:44351", - "issue:44617|issue:46697", - "issue:34689|issue:35141", - "issue:45588|issue:45859", - "issue:44514|issue:44521", - "issue:39692|issue:43526", - "issue:43819|issue:44493" + "issue:37428|issue:42175", + "issue:43257|issue:43299", + "issue:29870|issue:33290", + "issue:44855|issue:46399", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "11e5b2a222fb83bf8f05e1584fca7ebff65a27bd52f12a4e5d80355fcc7b1059", + "prepared_review_unit_hash": "9228b21f712718a108847e7d9001775f98c4f4f567e6c543ea9ce3e18b3f81fc", "component_budget": { "node_count": 528, "item_count": 528, @@ -9919,184 +10136,202 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36297, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "soft_pair_count": 29, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues across different subsystems; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "This set is highly heterogeneous: the issues span unrelated tokenizer, training, cache, vision, and infrastructure bugs. No soft pair looks like the same underlying defect, so all candidate duplicate edges should be rejected. If one issue must anchor the cluster, 45920 is the broadest high-signal regression report.", + "confidence": 0.84, + "canonical_issue_reason": "No true duplicate canonical emerges from this mixed set; issue 45920 is the best anchor only because it is the broadest, most central regression report (wrong token IDs across multiple models).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue by activity and inbound references, but it is not a clear duplicate hub for the rest of this set.", + "best_issue_reason": "Issue 45920 is the strongest global representative: broad impact, multiple affected models, and a clear v5 tokenizer regression shape.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Different bugs: LasrFeatureExtractor center-arg crash vs Whisper empty-transcription handling after align_special_tokens." + "reason": "Different subsystems and failure modes: missing flash-attention helper import vs missing TensorFlow backend in a torch install." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Different model families and failures: Qwen multimodal from_config text_config unwrapping vs CLIP class structure regression." + "reason": "Both mention Qwen3/MoE, but one is accelerate/deepspeed weight conversion and the other is a loading regression; not the same concrete bug." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Unrelated symptoms/code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + "reason": "BART generate() UnboundLocalError is unrelated to deepspeed/Adafactor OOM." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Different issues: stale config.dtype after from_config(dtype=...) vs TimesFM window_size attribute error." + "reason": "Both involve decorator/parsing issues, but they are different code paths, models, and crash causes." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Both are import/runtime failures, but one is missing PyTorch and the other is a MacOS bus error on a community CLIP model." + "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43388", + "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is BeitImageProcessorFast reduce_labels returning only one label." + "reason": "One is multi-image iterable dataset finetuning for Qwen2.5-VL; the other is a BeitImageProcessorFast label-reduction bug." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different code paths and failure modes." + "reason": "BF16/FP32 dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer creation vs Beit semantic-segmentation loading a legacy field." + "reason": "Trainer NoneType broadcast error is not the same as an Adafactor/deepspeed OOM." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both involve cache handling, but one is max_cache_length semantics and the other is device-tensor seq_length breaking static-cache arithmetic." + "reason": "Pipeline top_k output nesting has nothing to do with Trainer GPU broadcast NoneType errors." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Model loading via base_model_prefix and lm_head.weight serialization inconsistency are distinct issues." + "reason": "Chat template tool-call handling and video padding calculation are unrelated bugs." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different targets: Bamba SDPA/torch.compile failure vs GraniteSpeech stale device-override CI test." + "reason": "Both involve save/load flows, but they affect different objects and have different breakages; not one underlying issue." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Different bugs: Python 3.13 torch.jit parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Unrelated: sparse encoder-layer construction vs audio feature-length computation." + "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Sparse-layer config bug and CI device-override failure do not share the same underlying fix." + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Both are platform import issues, but one is flash_attn on Python 3.13 and the other is torch.distributed dependency trouble on Windows ROCm." + "reason": "Removed helper breaking trust_remote_code models is a different regression from DeepSeek tokenizer output changes." }, { - "left": "issue:43335", - "right": "issue:43606", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Different problems: SwitchTransformers config construction vs Bark CPU-offload device mismatch." + "reason": "Import warning for local paths does not match quantization/offloading behavior." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated failures." + "reason": "Quantization/offloading behavior and multi-GPU OOM are related only broadly to memory, not the same bug." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Different model behaviors: Pegasus v4/v5 output drift vs qwen3_5 recurrent state reset with cache." + "reason": "Both are cache/compile related, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic on non-CUDA backends." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Both involve chat templating, but one crashes on assistant tool-call messages and the other is a continue_final_message bug for mistral_common tokenizers." + "reason": "LayoutLMv3 error messaging and TrainerState token counter updates are unrelated." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Local-path trailing-slash warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Both are import errors, but for different symbols and different compatibility causes." + "reason": "EOS token config mismatch is not the same as a flash-attention generation failure." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." + "reason": "Different defect classes: generation output divergence vs serialization inconsistency of lm_head.weight." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Different regressions: Llama 3.2 Vision model loading vs token-embedding resize reinitialization in post_init." + "reason": "MacOS CLIP bus error and SigLIP2 documentation/model-processor mismatch are separate issues." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Both touch flash/attention-related code, but one is s_aux=None crashing flash_attention.py and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Closely themed chat-template bugs, but one is a batched-padding crash and the other is all-zero assistant masks for multimodal inputs." + "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization failure." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Documentation-example errors and BeitImageProcessorFast label reduction are different layers and failure modes." + "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are different problems." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "DAC.from_latents mismatch with missing STE and unexpected position-id keys are unrelated model-behavior issues." + "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map handling." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device-mismatch forward error are different code-path failures." + }, + { + "left": "issue:46399", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 kernel registration decorator bug is unrelated to static-cache seq-length arithmetic." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Device-mapping cudaErrorAssert on Qwen3 differs from a multi-GPU OOM in Gemma4." } ] }, @@ -10111,292 +10346,311 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 33, + "review_unit_index": 35, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:10000", - "issue:15354", - "issue:26413", - "issue:27957", - "issue:28218", "issue:29127", "issue:29870", - "issue:29942", - "issue:31501", - "issue:32090", "issue:33357", "issue:34689", "issue:35141", - "issue:38175", - "issue:39692", "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", "issue:43278", - "issue:43329", - "issue:43550", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", "issue:43575", - "issue:43606", + "issue:43611", + "issue:43653", "issue:43701", - "issue:43720", - "issue:43825", - "issue:44112", + "issue:43756", + "issue:43994", + "issue:44077", "issue:44206", - "issue:44360", - "issue:44448", - "issue:44464", - "issue:44493", - "issue:44561", - "issue:44779", - "issue:44857", - "issue:45072", - "issue:45083", - "issue:45127", - "issue:45245", - "issue:45290", - "issue:45310", - "issue:45381", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", "issue:45459", - "issue:45478", + "issue:45491", + "issue:45563", + "issue:45588", "issue:45593", - "issue:45823", - "issue:46234", - "issue:46424", - "issue:47000" + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" ], "soft_pairs": [ - "issue:29127|issue:32090", - "issue:43606|issue:44857", - "issue:44206|issue:45823", - "issue:39692|issue:44493", - "issue:28218|issue:32090", - "issue:43278|issue:43825", - "issue:43720|issue:44112", - "issue:43701|issue:45083", - "issue:10000|issue:15354", - "issue:26413|issue:31501", - "issue:44448|issue:44779", - "issue:45310|issue:45478", - "issue:45127|issue:45245", - "issue:43550|issue:45083", - "issue:44857|issue:45072", - "issue:44360|issue:44561", - "issue:32090|issue:33357", - "issue:45459|issue:46234", - "issue:38175|issue:44493", - "issue:42490|issue:43575", - "issue:45593|issue:47000", - "issue:29942|issue:35141", - "issue:27957|issue:34689", - "issue:29870|issue:32090", - "issue:43278|issue:43329", - "issue:44464|issue:46424", - "issue:45290|issue:45381" - ], - "prepared_review_unit_hash": "703485da526519fc05215f4c09b4ba9179a9477fb0652637ef6f3cc73c0fda94", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35269, - "estimated_input_tokens": 8818, - "estimated_eval_tokens": 17892 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, + "issue:43278|issue:43575", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:43756|issue:45440", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:42490|issue:43381", + "issue:43065|issue:45412", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43575|issue:44387", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45459|issue:45712", + "issue:43334|issue:43531", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "8e1e92483d788333098e08dcd7270f58292bc0a8169b46fa5aea8533c4985664", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36990, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are false positives; only issue:45310 and issue:45478 are clear duplicates describing the same Qwen3.5 MoE from_pretrained regression.", + "summary": "No soft pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated regressions across models, tokenizers, export, quantization, warnings, and memory behavior.", "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the clearest canonical: it matches issue:45478 exactly on title and underlying failure, and it\u2019s the more complete report.", + "canonical_issue_reason": "No issue is a true canonical duplicate for this cluster; issue 44387 is only the least-arbitrary fallback because it has the most discussion/inbound activity, but it does not unify the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair in this set.", + "best_issue_reason": "issue 44387 is the strongest standalone representative by activity and impact, but the cluster is too diverse for it to serve as a genuine duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Different errors in different paths: LayoutLMv3 box handling vs Trainer GPU broadcast of NoneType." + "reason": "BF16/FP32 dtype drift in eval is unrelated to tensor-parallel OOM on loading a Qwen2 model." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Unrelated models and failures: CPU offload device mismatch vs LwDetrImageLoss AMP crash." + "reason": "save_pretrained/tokenization failure is a different code path from a bare-except swallowing errors in FuyuBatchFeature." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Different subsystems and symptoms: feature extractor center arg regression vs Gemma4 device-map mismatch." + "reason": "base_model_prefix loading breakage is unrelated to rope-validation argument typing." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "One is a SigLIP2 docs/example issue; the other is a broad position-id/key regression across models." + "reason": "unsupported center arg in LasrFeatureExtractor is a different regression than the video-input path breakage." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; not the same underlying issue." + "reason": "tokenizer special-token insertion is unrelated to Gemma3 sliding-window NaN embeddings." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Different problem classes: dtype drift during eval vs a pipeline error message about translation tasks." + "reason": "executorch export guard/erfinv failure is a different bug from flash-attention crashing on s_aux=None." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "BitNet packed-weight loading bug vs a stale CI test in GraniteSpeech; unrelated code paths." + "reason": "BART generate decoder_attention_mask scoping bug is unrelated to Llama 3.2 Vision model loading." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Both mention helpers/config flow, but the actual failures are different and not the same bug." + "reason": "both are model correctness issues, but they affect different architectures and code paths." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:44077", + "right": "issue:47276", "accept": false, - "reason": "Completely different model/export issues: DistilBertModel error vs torch.jit GeneratorExp limitation." + "reason": "patchtsmixer post_init policy and a synced_gpus warning text issue are unrelated." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Both involve training startup, but one is checkpoint resume iterator failure and the other is FineWeb training not starting." + "reason": "BigBird special-token registration is unrelated to Qwen3.5 recurrent state reset logic." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Different regressions: Pegasus output drift vs Deepseek tokenizer correctness in v5." + "reason": "flash-attention generation failure and a stale num_return_sequences warning are different behaviors." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; the titles and described failure align." + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "tokenizer special-token decode bug does not match FastSpeech2ConformerTokenizer loading failure." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-cardinality RuntimeError." + "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 save/tokenization." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to the feature-extract length helper behavior." + "reason": "FP8 config failure in Qwen3Moe and quantized saving failure are distinct quantization bugs." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." + "reason": "dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output quality." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available." + "reason": "tensor-parallel OOM on load is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:32090", + "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Different runtime failures: NoneType broadcast vs MacOS bus error on CLIP loading." + "reason": "LayoutLMv3 box-clarity messaging is unrelated to a CLIP bus error on macOS." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer/protobuf error masking is unrelated to a missing import_utils symbol." + "reason": "Gemma3 NaN embeddings and a FA2 long-context performance regression are different failure modes." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "SigLIP2 zero probabilities is a model-specific inference bug, not the generic position-id warning issue." + "reason": "slash-path import warning is unrelated to gradient-checkpointing restrictions in eval mode." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + "reason": "dummy class cleanup in Sam3PixelDecoder is unrelated to RT-DETR memory release after deletion." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Both touch detection losses, but they are different loss bugs and not the same code-path problem." + "reason": "SigLIP2 bad outputs and RT-DETR GC/memory lifecycle are unrelated." }, { - "left": "issue:29942", + "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Flash Attention tests failing is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "LayoutLMv3 error messaging is unrelated to embedding reinitialization after resize/post_init." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 vision model loading are different issues." + "reason": "ReasoningEffort import failure in Gemma 4 loading is unrelated to a flash-attention AttributeError." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "BART generate decoder_attention_mask bug is unrelated to Trainer broadcast NoneType handling." + "reason": "Qwen2 tensor-parallel OOM is not the same root cause as the int4 CUDA reserved-memory regression." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Embedding dtype mismatch during evaluate is unrelated to the multimodal token counting video-branch undefined names." + "reason": "DeepseekV3MoE implementation divergence is unrelated to missing auxiliary losses in D-FINE." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as cache max length being ignored outside quantized cache." + "reason": "BeitImageProcessorFast label reduction is unrelated to VL image-placeholder handling." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are separate failures." + "reason": "Gemma4 processor `_tokenizer` crash is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "protobuf-exception masking in tokenizers is unrelated to leftover dummy classes leaking into `dir(transformers)`." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "missing `pad_token_id` on Qwen3-VL text config is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and very similar descriptions. The other soft-edge rejections are conservative and consistent with the issue titles/body summaries. No overstatement stands out." - }, - "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 }, @@ -10404,96 +10658,95 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 34, + "review_unit_index": 36, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:25251", + "issue:27957", "issue:29127", - "issue:29870", - "issue:29942", - "issue:30064", - "issue:32090", "issue:33290", - "issue:33357", - "issue:34567", - "issue:37428", - "issue:39692", - "issue:40444", - "issue:41720", - "issue:42175", - "issue:42490", - "issue:43257", - "issue:43278", - "issue:43299", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43316", "issue:43381", "issue:43526", - "issue:43701", + "issue:43646", + "issue:43761", + "issue:43824", "issue:43873", - "issue:43927", - "issue:43976", - "issue:44186", - "issue:44361", - "issue:44448", - "issue:44466", - "issue:44530", - "issue:44561", - "issue:44779", - "issue:44855", - "issue:44871", - "issue:44977", - "issue:45198", - "issue:45229", - "issue:45290", - "issue:45440", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", "issue:45588", - "issue:45698", - "issue:45823", - "issue:45920", - "issue:46192", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", "issue:46399", - "issue:46421", - "issue:46655", - "issue:46858", - "issue:47276" + "issue:46640", + "issue:46693", + "issue:46821", + "issue:47312" ], "soft_pairs": [ - "issue:37428|issue:42175", - "issue:43257|issue:43299", - "issue:29870|issue:33290", - "issue:44855|issue:46399", - "issue:44448|issue:44977", - "issue:40444|issue:43526", - "issue:43278|issue:43381", - "issue:32090|issue:33290", - "issue:25251|issue:32090", - "issue:45290|issue:46655", - "issue:43927|issue:45698", - "issue:44977|issue:45229", - "issue:45920|issue:46192", - "issue:44530|issue:47276", - "issue:44561|issue:44779", - "issue:42490|issue:43873", - "issue:43873|issue:45229", - "issue:46421|issue:46858", - "issue:29127|issue:34567", - "issue:43381|issue:43701", - "issue:44871|issue:44977", - "issue:44448|issue:44466", - "issue:33357|issue:39692", - "issue:44186|issue:45198", - "issue:43976|issue:45440", - "issue:29942|issue:30064", - "issue:45588|issue:45823", - "issue:44361|issue:45198", - "issue:41720|issue:45229" + "issue:44442|issue:45072", + "issue:45250|issue:46640", + "issue:44625|issue:45584", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43381|issue:43873", + "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43316|issue:47312", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "9228b21f712718a108847e7d9001775f98c4f4f567e6c543ea9ce3e18b3f81fc", + "prepared_review_unit_hash": "d770b8b9f5e969cdcc42993aae85b9490fc4acae5da58e30a0269f3e43e5e50f", "component_budget": { "node_count": 528, "item_count": 528, @@ -10505,202 +10758,190 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36584, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "soft_pair_count": 28, + "serialized_chars": 35870, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the issues span unrelated tokenizer, training, cache, vision, and infrastructure bugs. No soft pair looks like the same underlying defect, so all candidate duplicate edges should be rejected. If one issue must anchor the cluster, 45920 is the broadest high-signal regression report.", - "confidence": 0.84, - "canonical_issue_reason": "No true duplicate canonical emerges from this mixed set; issue 45920 is the best anchor only because it is the broadest, most central regression report (wrong token IDs across multiple models).", + "summary": "These issues are largely unrelated and only loosely similar by subsystem or keywords. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest global representative: broad impact, multiple affected models, and a clear v5 tokenizer regression shape.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failure modes: missing flash-attention helper import vs missing TensorFlow backend in a torch install." + "reason": "Both touch tokenization/model inference, but one is a tokenizer loading bug and the other is a bf16 dtype mismatch; different failure modes." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Both mention Qwen3/MoE, but one is accelerate/deepspeed weight conversion and the other is a loading regression; not the same concrete bug." + "reason": "Both mention Flash Attention 2, but one is a generic topic issue and the other is a specific crash/regression; not the same concrete bug." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to deepspeed/Adafactor OOM." + "reason": "Different models and code paths: config propagation for Qwen3.5 vs Whisper generation after token alignment." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Both involve decorator/parsing issues, but they are different code paths, models, and crash causes." + "reason": "Gemma processor import failure and Gemma4 processor missing attribute are separate processor-loading bugs." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + "reason": "Both are memory-related, but one is a deletion/GC leak and the other is runtime overflow on a different model." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "One is multi-image iterable dataset finetuning for Qwen2.5-VL; the other is a BeitImageProcessorFast label-reduction bug." + "reason": "Unrelated issues: category cardinality limit vs a stale generate warning." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "BF16/FP32 dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Both involve tokenizers, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Trainer NoneType broadcast error is not the same as an Adafactor/deepspeed OOM." + "reason": "One is a missing dependency import error; the other is tokenizer error masking when protobuf is absent." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Pipeline top_k output nesting has nothing to do with Trainer GPU broadcast NoneType errors." + "reason": "Different image-processing bugs: BEiT label reduction vs Kosmos2.5 long OCR index overflow." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Chat template tool-call handling and video padding calculation are unrelated bugs." + "reason": "No same bug here; one is an image processor label bug, the other a Flash Attention performance regression." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Both involve save/load flows, but they affect different objects and have different breakages; not one underlying issue." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." + "reason": "Flash Attention/model support issue vs LayoutLMv3 error-message clarity issue." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Different problems: nonsensical SigLIP2 outputs vs memory overflow on sam3-litetext." }, { - "left": "issue:44530", - "right": "issue:47276", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." + "reason": "OOM in training optimizer setup and a model-loading regression for Llama 3.2 Vision are distinct." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Removed helper breaking trust_remote_code models is a different regression from DeepSeek tokenizer output changes." + "reason": "Different failure classes: DeepSpeed OOM vs embedding reinitialization after resize." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Import warning for local paths does not match quantization/offloading behavior." + "reason": "Import error for a specific model class is not the same as a broad dependency issue." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Quantization/offloading behavior and multi-GPU OOM are related only broadly to memory, not the same bug." + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are separate concerns." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Both are cache/compile related, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic on non-CUDA backends." - }, - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter updates are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatches." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model paths." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "EOS token config mismatch is not the same as a flash-attention generation failure." + "reason": "AMP/CUDA loss crash and flash-attention sink handling crash are unrelated." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Different defect classes: generation output divergence vs serialization inconsistency of lm_head.weight." + "reason": "Flash Attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation/model-processor mismatch are separate issues." + "reason": "Both are config/validation related, but one is a rope-params TypeError and the other is a kernel-registration decorator error." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; different bugs." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43316", + "right": "issue:47312", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization failure." + "reason": "Gemma3TextConfig API mismatch and kernel compatibility are not the same issue." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are different problems." + "reason": "Transformers 5 custom model initialization breakage is broader than the patchtsmixer post_init rule change." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map handling." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device-mismatch forward error are different code-path failures." + "reason": "AutoTokenizer loading failure for a tokenizer class vs Perceiver non-default-resolution failure are different model-loading issues." }, { - "left": "issue:46399", - "right": "issue:46858", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Qwen3.5 kernel registration decorator bug is unrelated to static-cache seq-length arithmetic." + "reason": "Audio processor chat-template sampling-rate default and feature-extractor center-arg crash are separate audio bugs." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Device-mapping cudaErrorAssert on Qwen3 differs from a multi-GPU OOM in Gemma4." + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." } ] }, @@ -10715,97 +10956,94 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 35, + "review_unit_index": 37, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:29127", + "issue:25251", + "issue:27957", + "issue:28282", "issue:29870", - "issue:33357", - "issue:34689", - "issue:35141", + "issue:42175", "issue:42490", - "issue:42915", - "issue:42994", - "issue:43065", - "issue:43278", - "issue:43334", - "issue:43381", - "issue:43412", - "issue:43421", - "issue:43526", - "issue:43531", + "issue:42617", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", "issue:43575", - "issue:43611", - "issue:43653", + "issue:43606", + "issue:43643", "issue:43701", - "issue:43756", - "issue:43994", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", "issue:44077", - "issue:44206", - "issue:44265", - "issue:44387", + "issue:44079", + "issue:44190", "issue:44442", "issue:44479", - "issue:44568", + "issue:44496", "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", "issue:44977", - "issue:45198", - "issue:45372", - "issue:45406", - "issue:45412", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", "issue:45440", - "issue:45459", - "issue:45491", - "issue:45563", - "issue:45588", - "issue:45593", - "issue:45712", + "issue:45759", "issue:45803", - "issue:46121", - "issue:46693", - "issue:46701", - "issue:47217", - "issue:47276" + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" ], "soft_pairs": [ - "issue:43278|issue:43575", - "issue:45198|issue:45803", - "issue:43611|issue:46121", - "issue:44206|issue:44479", - "issue:44568|issue:45491", - "issue:43412|issue:45588", - "issue:29870|issue:34689", - "issue:43756|issue:45440", - "issue:44077|issue:47276", - "issue:43653|issue:44743", - "issue:44977|issue:45563", - "issue:43653|issue:44442", - "issue:44265|issue:45198", - "issue:42915|issue:42994", - "issue:43065|issue:43994", - "issue:43575|issue:43701", - "issue:29127|issue:33357", - "issue:45491|issue:46693", - "issue:42490|issue:43381", - "issue:43065|issue:45412", - "issue:43994|issue:45412", - "issue:29127|issue:35141", - "issue:45372|issue:45588", - "issue:43575|issue:44387", - "issue:45440|issue:45593", - "issue:43526|issue:47217", - "issue:45406|issue:46701", - "issue:45459|issue:45712", - "issue:43334|issue:43531", - "issue:43421|issue:45491" + "issue:45325|issue:46697", + "issue:44977|issue:45245", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:44077|issue:44479", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43316|issue:45759", + "issue:44964|issue:45440", + "issue:43643|issue:44913", + "issue:43316|issue:43525", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:44442|issue:45803" ], - "prepared_review_unit_hash": "8e1e92483d788333098e08dcd7270f58292bc0a8169b46fa5aea8533c4985664", + "prepared_review_unit_hash": "3db4641326053355965e685c6579ea9dbaff948d0adefc0bf268ba51826e0bc9", "component_budget": { "node_count": 528, "item_count": 528, @@ -10817,202 +11055,184 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36990, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "soft_pair_count": 27, + "serialized_chars": 35881, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated regressions across models, tokenizers, export, quantization, warnings, and memory behavior.", - "confidence": 0.97, - "canonical_issue_reason": "No issue is a true canonical duplicate for this cluster; issue 44387 is only the least-arbitrary fallback because it has the most discussion/inbound activity, but it does not unify the set.", + "summary": "This set is not a real duplicate cluster: the issues span many unrelated bugs, configs, regressions, and docs cleanup. The soft links are mostly superficial keyword overlap rather than the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue 44387 is the strongest standalone representative by activity and impact, but the cluster is too diverse for it to serve as a genuine duplicate hub.", + "best_issue_reason": "No single issue is a good cluster representative; the soft pairs do not indicate a common root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "BF16/FP32 dtype drift in eval is unrelated to tensor-parallel OOM on loading a Qwen2 model." + "reason": "Both involve vision/image behavior, but one is Qwen2.5-VL rope position scaling and the other is Swin2SR padding; different code paths." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "save_pretrained/tokenization failure is a different code path from a bare-except swallowing errors in FuyuBatchFeature." + "reason": "Flash-attention generation bug vs category-count limit error; unrelated failures." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "base_model_prefix loading breakage is unrelated to rope-validation argument typing." + "reason": "BitNet accelerate-loading issue vs tokenizer loading failure; different subsystems." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "unsupported center arg in LasrFeatureExtractor is a different regression than the video-input path breakage." + "reason": "Backend packaging/install issue vs missing utility function; not the same bug." }, { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "tokenizer special-token insertion is unrelated to Gemma3 sliding-window NaN embeddings." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "executorch export guard/erfinv failure is a different bug from flash-attention crashing on s_aux=None." - }, - { - "left": "issue:29870", - "right": "issue:34689", - "accept": false, - "reason": "BART generate decoder_attention_mask scoping bug is unrelated to Llama 3.2 Vision model loading." - }, - { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "both are model correctness issues, but they affect different architectures and code paths." + "reason": "Local-path import warning vs Qwen recurrent-state reset; unrelated." }, { "left": "issue:44077", - "right": "issue:47276", + "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and a synced_gpus warning text issue are unrelated." + "reason": "Model config validation change vs video-input regression; no shared root cause." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "BigBird special-token registration is unrelated to Qwen3.5 recurrent state reset logic." + "reason": "Both touch generation/model code, but XLMRoberta Flash Attention 2 and BART decoder_attention_mask are different problems." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "flash-attention generation failure and a stale num_return_sequences warning are different behaviors." + "reason": "Model implementation discrepancy vs docs still referencing removed pipeline API; unrelated." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "tokenizer special-token decode bug does not match FastSpeech2ConformerTokenizer loading failure." + "reason": "Quantization/offload behavior vs Gemma EOS-token config mismatch; different defects." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 save/tokenization." + "reason": "Tokenizer AddedToken argument collision vs Hub API revision forwarding; unrelated." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "FP8 config failure in Qwen3Moe and quantized saving failure are distinct quantization bugs." + "reason": "Both are config-related, but one is Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen configs." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output quality." + "reason": "Phi-4 multimodal load failure vs DeepseekV3MoE divergence; different model families and issues." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "tensor-parallel OOM on load is unrelated to resume_from_checkpoint key mismatch." + "reason": "trust_remote_code missing fields vs rotary_pct not persisting on reload; unrelated config bugs." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "LayoutLMv3 box-clarity messaging is unrelated to a CLIP bus error on macOS." + "reason": "Different models and missing fields: Gemma3TextConfig API discrepancy vs Llama4Config pad_token_id absence." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Gemma3 NaN embeddings and a FA2 long-context performance regression are different failure modes." + "reason": "Pipeline top_k nesting bug vs missing PyTorch environment error; unrelated." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "slash-path import warning is unrelated to gradient-checkpointing restrictions in eval mode." + "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL shape mismatch; different loading paths." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "dummy class cleanup in Sam3PixelDecoder is unrelated to RT-DETR memory release after deletion." + "reason": "Loading a specific repo on transformers>=5.1.0 vs missing tensorflow_text backend mapping; unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR GC/memory lifecycle are unrelated." + "reason": "TorchScript import parsing error vs DeepSpeed ZeRO3 deque pop error; different code paths." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "LayoutLMv3 error messaging is unrelated to embedding reinitialization after resize/post_init." + "reason": "Unable to run a script vs OOM while loading a large model with tp; not the same bug." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "ReasoningEffort import failure in Gemma 4 loading is unrelated to a flash-attention AttributeError." + "reason": "torch.compile/SDPA bug in Bamba vs resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Qwen2 tensor-parallel OOM is not the same root cause as the int4 CUDA reserved-memory regression." + "reason": "Local dataset loading issue vs unrecognized model config; different failure modes." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "DeepseekV3MoE implementation divergence is unrelated to missing auxiliary losses in D-FINE." + "reason": "Weight-shape mismatch on load vs save_pretrained regression; not the same underlying issue." }, { - "left": "issue:43526", - "right": "issue:47217", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to VL image-placeholder handling." + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence; unrelated." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Gemma4 processor `_tokenizer` crash is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; both about outputs, but not the same defect." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "protobuf-exception masking in tokenizers is unrelated to leftover dummy classes leaking into `dir(transformers)`." + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "missing `pad_token_id` on Qwen3-VL text config is unrelated to sliding_window behavior in Qwen3-MoE." + "reason": "Large-model tp OOM vs MobileLLM key error; different bugs." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings." + "reason": "Tokenizer load failure vs bare-except swallowing errors in FuyuBatchFeature; unrelated." } ] }, @@ -11027,95 +11247,93 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 36, + "review_unit_index": 38, "review_unit_count": 65, "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-10000-528", "nodes": [ + "issue:16998", + "issue:22355", "issue:27957", - "issue:29127", - "issue:33290", - "issue:34689", - "issue:35141", - "issue:42915", - "issue:43066", - "issue:43262", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", "issue:43316", - "issue:43381", - "issue:43526", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", "issue:43646", + "issue:43716", "issue:43761", - "issue:43824", - "issue:43873", - "issue:43931", - "issue:43994", + "issue:43825", "issue:44077", - "issue:44206", - "issue:44279", - "issue:44442", - "issue:44462", + "issue:44162", + "issue:44188", + "issue:44464", + "issue:44496", "issue:44514", - "issue:44625", - "issue:44743", - "issue:44811", - "issue:44857", - "issue:44898", - "issue:45072", - "issue:45245", - "issue:45250", - "issue:45372", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", "issue:45381", - "issue:45406", - "issue:45412", - "issue:45459", - "issue:45563", "issue:45584", - "issue:45588", - "issue:45834", - "issue:45859", - "issue:46121", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", "issue:46369", - "issue:46399", + "issue:46421", "issue:46640", - "issue:46693", - "issue:46821", - "issue:47312" + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" ], "soft_pairs": [ - "issue:44442|issue:45072", - "issue:45250|issue:46640", - "issue:44625|issue:45584", - "issue:45372|issue:45406", - "issue:45412|issue:46369", - "issue:45245|issue:45563", - "issue:43066|issue:44462", - "issue:45372|issue:45459", - "issue:43526|issue:45834", - "issue:43526|issue:46693", - "issue:27957|issue:33290", - "issue:27957|issue:29127", - "issue:43994|issue:46369", - "issue:33290|issue:34689", - "issue:33290|issue:35141", - "issue:43824|issue:44279", - "issue:43381|issue:43873", - "issue:42915|issue:43931", - "issue:44857|issue:45588", - "issue:45588|issue:46821", - "issue:46121|issue:46399", - "issue:44514|issue:45381", - "issue:43316|issue:47312", - "issue:43646|issue:44077", - "issue:43761|issue:45859", - "issue:44442|issue:44898", - "issue:43262|issue:44206", - "issue:44743|issue:44811" + "issue:43232|issue:43388", + "issue:27957|issue:32090", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43761|issue:44188", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:42907|issue:45698", + "issue:44521|issue:47217", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "d770b8b9f5e969cdcc42993aae85b9490fc4acae5da58e30a0269f3e43e5e50f", + "prepared_review_unit_hash": "1deaffa48e3ee103726cd2fb19f2946ea70a763bca6d0eab95d2bf4353bd0d55", "component_budget": { "node_count": 528, "item_count": 528, @@ -11127,190 +11345,178 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35870, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "soft_pair_count": 26, + "serialized_chars": 35372, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated and only loosely similar by subsystem or keywords. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: most pairs are only superficially similar and do not share the same concrete bug or change. None of the soft edges should be merged as duplicates; treat this as a loose topical grouping rather than a true duplicate cluster.", + "confidence": 0.92, + "canonical_issue_reason": "If a representative issue is needed, issue:44521 is the best anchor: it is the most central active multimodal/template regression report with the strongest discussion/inbound signals. It is still not a duplicate of the other items.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s broad multimodal-chat-template area, but only as an anchor, not as a duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Both touch tokenization/model inference, but one is a tokenizer loading bug and the other is a bf16 dtype mismatch; different failure modes." - }, - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic topic issue and the other is a specific crash/regression; not the same concrete bug." - }, - { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Different models and code paths: config propagation for Qwen3.5 vs Whisper generation after token alignment." + "reason": "Different code paths: synced_gpus/generation kwargs update vs gather_for_metrics truncating tuple labels." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Gemma processor import failure and Gemma4 processor missing attribute are separate processor-loading bugs." + "reason": "XLMRoberta FlashAttention support and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:42490", + "right": "issue:47276", "accept": false, - "reason": "Both are memory-related, but one is a deletion/GC leak and the other is runtime overflow on a different model." + "reason": "Import warning for trailing-slash local model paths vs a misleading synced_gpus warning message; different warning sites." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Unrelated issues: category cardinality limit vs a stale generate warning." + "reason": "Hidden-states output bug in VideoPrism classification is not the same as Gemma4 quantized embedder dtype casting." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Both involve tokenizers, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." + "reason": "CLIPVision hidden_states regression and torch.compile attention-kernel divergence are separate issues." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "One is a missing dependency import error; the other is tokenizer error masking when protobuf is absent." + "reason": "Processor/tokenizer API regression and Gemma eos_token_id config mismatch are different failures." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Different image-processing bugs: BEiT label reduction vs Kosmos2.5 long OCR index overflow." + "reason": "Custom processor/tokenizer regression is unrelated to pipeline translation-task messaging." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "No same bug here; one is an image processor label bug, the other a Flash Attention performance regression." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch do not share a concrete bug." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Flash Attention/model support issue vs LayoutLMv3 error-message clarity issue." + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "Different problems: nonsensical SigLIP2 outputs vs memory overflow on sam3-litetext." + "reason": "Both concern multimodal chat/template handling, but one is assistant_masks going all zero and the other is image-placeholder placement causing model failure; not the same bug." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "OOM in training optimizer setup and a model-loading regression for Llama 3.2 Vision are distinct." + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to missing transformers.onnx import." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Different failure classes: DeepSpeed OOM vs embedding reinitialization after resize." + "reason": "patchtsmixer post_init policy and non-persistent buffer junk in v5 are unrelated changes." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Import error for a specific model class is not the same as a broad dependency issue." + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload regression are different code paths." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are separate concerns." + "reason": "Missing import_utils symbol and kernels v0.15 dependency/version import failure are separate import issues." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model paths." + "reason": "gguf_file breaking from_pretrained and unrecognized model_type config loading are both load failures, but not the same underlying problem." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "AMP/CUDA loss crash and flash-attention sink handling crash are unrelated." + "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are unrelated." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Flash Attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." + "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are adjacent but not the same concrete bug." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Both are config/validation related, but one is a rope-params TypeError and the other is a kernel-registration decorator error." + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention support are different model bugs." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; different bugs." + "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic flash-attention issue report." }, { - "left": "issue:43316", - "right": "issue:47312", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Gemma3TextConfig API mismatch and kernel compatibility are not the same issue." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Transformers 5 custom model initialization breakage is broader than the patchtsmixer post_init rule change." + "reason": "Bare except in Fuyu tensor conversion and Trainer import depending on datasets are different bugs." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to apply_chat_template padding=False batched crash." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "AutoTokenizer loading failure for a tokenizer class vs Perceiver non-default-resolution failure are different model-loading issues." + "reason": "OmDet-Turbo processor/model size mismatch and sam3-litetext memory overflow are not the same issue." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and feature-extractor center-arg crash are separate audio bugs." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs is different from image-placeholder-in-user-text failures." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are distinct problems." } ] }, @@ -11325,94 +11531,93 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 37, + "review_unit_index": 39, "review_unit_count": 65, "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-10000-528", "nodes": [ "issue:25251", "issue:27957", - "issue:28282", "issue:29870", - "issue:42175", + "issue:35141", + "issue:41950", "issue:42490", - "issue:42617", - "issue:43316", - "issue:43493", + "issue:43388", + "issue:43475", + "issue:43504", "issue:43525", - "issue:43550", - "issue:43575", - "issue:43606", - "issue:43643", - "issue:43701", - "issue:43720", - "issue:43742", - "issue:43749", - "issue:43761", - "issue:43827", - "issue:43873", + "issue:43531", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", "issue:43931", - "issue:44062", - "issue:44077", - "issue:44079", + "issue:44060", "issue:44190", - "issue:44442", + "issue:44242", "issue:44479", - "issue:44496", + "issue:44534", + "issue:44734", "issue:44743", + "issue:44792", "issue:44855", - "issue:44871", "issue:44913", "issue:44964", "issue:44977", - "issue:44987", - "issue:45137", - "issue:45216", - "issue:45245", - "issue:45325", - "issue:45440", - "issue:45759", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", "issue:45803", - "issue:45907", + "issue:46082", + "issue:46170", "issue:46178", + "issue:46202", "issue:46234", - "issue:46506", - "issue:46697" + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47217" ], "soft_pairs": [ - "issue:45325|issue:46697", - "issue:44977|issue:45245", - "issue:43720|issue:44442", - "issue:42175|issue:46234", - "issue:42490|issue:44743", - "issue:44077|issue:44479", - "issue:27957|issue:29870", - "issue:43493|issue:43827", - "issue:43873|issue:44871", - "issue:44062|issue:45907", - "issue:43316|issue:45759", - "issue:44964|issue:45440", - "issue:43643|issue:44913", - "issue:43316|issue:43525", - "issue:25251|issue:28282", - "issue:43749|issue:43931", - "issue:44987|issue:46178", - "issue:44855|issue:45137", - "issue:42617|issue:43575", - "issue:43550|issue:43701", - "issue:44190|issue:44496", - "issue:43931|issue:45216", - "issue:43701|issue:46506", - "issue:43761|issue:44079", - "issue:43606|issue:43701", - "issue:43575|issue:43742", - "issue:44442|issue:45803" + "issue:43572|issue:46178", + "issue:44242|issue:46894", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:44792|issue:44977", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:25251|issue:27957", + "issue:45127|issue:45200", + "issue:46082|issue:46697", + "issue:43931|issue:44060", + "issue:43650|issue:46202", + "issue:41950|issue:43475", + "issue:46693|issue:47217", + "issue:43673|issue:44743", + "issue:35141|issue:42490", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "3db4641326053355965e685c6579ea9dbaff948d0adefc0bf268ba51826e0bc9", + "prepared_review_unit_hash": "274143a90895df951ba037ce8c6bd51c4bf4531a57eed08b1fcd297bfd467897", "component_budget": { "node_count": 528, "item_count": 528, @@ -11424,184 +11629,178 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35881, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "soft_pair_count": 26, + "serialized_chars": 35708, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a real duplicate cluster: the issues span many unrelated bugs, configs, regressions, and docs cleanup. The soft links are mostly superficial keyword overlap rather than the same underlying defect.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "summary": "All soft edges are rejected: the candidate pairs are only superficially similar (shared words like cache, generation, loading, or model family) but describe different bugs, code paths, or model-specific failures. This cluster is heterogeneous rather than a duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative; the soft pairs do not indicate a common root cause.", + "best_issue_reason": "Issue 46693 has the strongest standalone signal in this mixed set (highest discussion/inbound references) and describes a concrete, broadly impactful regression; if one issue must be treated as the representative anchor, it is the best fit.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Both involve vision/image behavior, but one is Qwen2.5-VL rope position scaling and the other is Swin2SR padding; different code paths." + "reason": "Unrelated failures: a StableLmConfig field mismatch vs a TensorFlow-text backend registration/import error." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "Flash-attention generation bug vs category-count limit error; unrelated failures." + "reason": "Both concern losses, but they affect different models and different training paths; not the same bug." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "BitNet accelerate-loading issue vs tokenizer loading failure; different subsystems." + "reason": "One is a legacy-field preset load failure in BEiT; the other is custom-module resolution after save_pretrained." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Backend packaging/install issue vs missing utility function; not the same bug." + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length semantics." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Local-path import warning vs Qwen recurrent-state reset; unrelated." + "reason": "TensorBoard-without-TensorFlow backend handling is unrelated to a missing import_utils availability helper." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Model config validation change vs video-input regression; no shared root cause." + "reason": "Different models and different generation failures; no shared concrete code path is evident." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Both touch generation/model code, but XLMRoberta Flash Attention 2 and BART decoder_attention_mask are different problems." + "reason": "Video-input regression across Qwen VL models is distinct from image-placeholder handling in user text." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Model implementation discrepancy vs docs still referencing removed pipeline API; unrelated." + "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoX config reload resetting rotary_pct." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Quantization/offload behavior vs Gemma EOS-token config mismatch; different defects." + "reason": "A missing Llama4Config attribute is unrelated to a Qwen3-MoE sliding_window bug." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer AddedToken argument collision vs Hub API revision forwarding; unrelated." + "reason": "Janus image-generation test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Both are config-related, but one is Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen configs." + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Windows/ROCm torch.distributed import failures." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Phi-4 multimodal load failure vs DeepseekV3MoE divergence; different model families and issues." + "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta Flash Attention 2 support." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "trust_remote_code missing fields vs rotary_pct not persisting on reload; unrelated config bugs." + "reason": "LoRA merge collapse with extended vocab is a different issue from mm_token_type_ids defaults in Gemma 4." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Different models and missing fields: Gemma3TextConfig API discrepancy vs Llama4Config pad_token_id absence." + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Pipeline top_k nesting bug vs missing PyTorch environment error; unrelated." + "reason": "Qwen3-VL shape-mismatch loading and Qwen3-Next tied-weights warning are different model families and bugs." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL shape mismatch; different loading paths." + "reason": "The placeholder title is not enough to connect it to Gemma pipeline roundtrip behavior; different bug surfaces." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Loading a specific repo on transformers>=5.1.0 vs missing tensorflow_text backend mapping; unrelated." + "reason": "Video-classification processor selection is not the same as SAM3 vision encoder missing an output attribute." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:46693", + "right": "issue:47217", "accept": false, - "reason": "TorchScript import parsing error vs DeepSpeed ZeRO3 deque pop error; different code paths." + "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Unable to run a script vs OOM while loading a large model with tp; not the same bug." + "reason": "Both involve cache, but one is a generic v5.0 chunked_prefill cache issue and the other is Qwen3.5 recurrent-state reset." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "torch.compile/SDPA bug in Bamba vs resume_from_checkpoint key mismatch; unrelated." + "reason": "Embedding reinitialization on resize is unrelated to path-with-trailing-slash import warnings." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Local dataset loading issue vs unrecognized model config; different failure modes." + "reason": "Different training/evaluation bugs: batch label dropping vs auxiliary-loss normalization." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Weight-shape mismatch on load vs save_pretrained regression; not the same underlying issue." + "reason": "Dataset loading in a training script is unrelated to loading Phi-4 multimodal with the latest transformers." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence; unrelated." + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention crashing on s_aux=None." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; both about outputs, but not the same defect." + "reason": "A Janus model test failure is unrelated to the MIN_PEFT_VERSION bump." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; unrelated." + "reason": "BART generate() decoder_attention_mask bug is unrelated to post_init reinitializing output embeddings." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Large-model tp OOM vs MobileLLM key error; different bugs." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer load failure vs bare-except swallowing errors in FuyuBatchFeature; unrelated." + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." } ] }, @@ -11616,93 +11815,95 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 38, + "review_unit_index": 40, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:16998", - "issue:22355", - "issue:27957", - "issue:32090", - "issue:42490", - "issue:42907", + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", "issue:43065", - "issue:43232", "issue:43295", - "issue:43316", - "issue:43352", - "issue:43388", - "issue:43404", - "issue:43441", - "issue:43452", - "issue:43540", - "issue:43646", - "issue:43716", - "issue:43761", - "issue:43825", - "issue:44077", - "issue:44162", - "issue:44188", - "issue:44464", - "issue:44496", - "issue:44514", - "issue:44521", - "issue:44534", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", "issue:44610", "issue:44617", + "issue:44734", "issue:44792", - "issue:44871", + "issue:44855", + "issue:44869", "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", "issue:45381", + "issue:45563", "issue:45584", - "issue:45698", - "issue:45803", - "issue:46050", - "issue:46234", - "issue:46291", - "issue:46365", + "issue:45588", + "issue:45632", "issue:46369", - "issue:46421", - "issue:46640", - "issue:46829", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", "issue:46932", - "issue:47217", - "issue:47276" + "issue:47013", + "issue:47312", + "issue:47321" ], "soft_pairs": [ - "issue:43232|issue:43388", - "issue:27957|issue:32090", - "issue:42490|issue:47276", - "issue:46829|issue:46932", - "issue:43761|issue:44188", - "issue:43295|issue:44871", - "issue:43295|issue:43825", - "issue:43316|issue:43716", - "issue:44871|issue:45584", - "issue:42907|issue:45698", - "issue:44521|issue:47217", - "issue:16998|issue:22355", - "issue:44077|issue:44534", - "issue:43646|issue:44913", - "issue:46234|issue:46291", - "issue:43452|issue:44496", - "issue:44871|issue:46050", - "issue:44464|issue:46421", - "issue:43404|issue:43441", - "issue:43352|issue:46640", - "issue:44162|issue:44792", - "issue:45803|issue:46365", - "issue:43540|issue:44514", - "issue:44610|issue:46369", - "issue:45381|issue:47217", - "issue:43065|issue:44617" + "issue:43827|issue:43994", + "issue:43335|issue:44855", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:46399|issue:47312", + "issue:43644|issue:44913", + "issue:44617|issue:45584", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43827|issue:47321", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:39692|issue:47321", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45381|issue:46655", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:43526|issue:46697", + "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "1deaffa48e3ee103726cd2fb19f2946ea70a763bca6d0eab95d2bf4353bd0d55", + "prepared_review_unit_hash": "8cdb6e6af3b0fdacfbf21a945b01b5b7d1dc930a817ac6703c76a165cf2926e9", "component_budget": { "node_count": 528, "item_count": 528, @@ -11712,180 +11913,198 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35372, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36015, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "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 share the same concrete bug or change. None of the soft edges should be merged as duplicates; treat this as a loose topical grouping rather than a true duplicate cluster.", - "confidence": 0.92, - "canonical_issue_reason": "If a representative issue is needed, issue:44521 is the best anchor: it is the most central active multimodal/template regression report with the strongest discussion/inbound signals. It is still not a duplicate of the other items.", + "summary": "This cluster is a broad set of unrelated issues; the soft-similar pairs share surface keywords but not the same underlying bug/change. No pair should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s broad multimodal-chat-template area, but only as an anchor, not as a duplicate target for the rest.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Different code paths: synced_gpus/generation kwargs update vs gather_for_metrics truncating tuple labels." - }, - { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "XLMRoberta FlashAttention support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Both mention pipeline/SigLIP2, but one is stale docs after v5 pipeline removals and the other is a model/processor behavior bug with nonsensical outputs." }, { - "left": "issue:42490", - "right": "issue:47276", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Import warning for trailing-slash local model paths vs a misleading synced_gpus warning message; different warning sites." + "reason": "Different failures: SwitchTransformers config layer construction vs a Python 3.13 IndentationError in DebertaV2Model import parsing." }, { - "left": "issue:46829", + "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Hidden-states output bug in VideoPrism classification is not the same as Gemma4 quantized embedder dtype casting." + "reason": "Both are dtype-related, but they affect different models and paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedder casting." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "CLIPVision hidden_states regression and torch.compile attention-kernel divergence are separate issues." + "reason": "Unrelated bugs: category cardinality limit error versus static-cache slice arithmetic failing because seq length is a device tensor." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Processor/tokenizer API regression and Gemma eos_token_id config mismatch are different failures." + "reason": "Different subsystems and root causes: Whisper timestamp decoding crash vs RT-DETR forward logic when feature levels are insufficient." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:46399", + "right": "issue:47312", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to pipeline translation-task messaging." + "reason": "Both involve kernels, but one is a missing registration decorator for apply_rotary_pos_emb and the other is a broader incompatibility with kernels 0.16." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch do not share a concrete bug." + "reason": "Non-persistent buffer initialization corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." }, { - "left": "issue:44871", + "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." + "reason": "CUDA OOM in Sam3Video is a resource issue, not the Whisper empty-transcription crash after align_special_tokens." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + "reason": "Both touch trust_remote_code cache handling, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Both concern multimodal chat/template handling, but one is assistant_masks going all zero and the other is image-placeholder placement causing model failure; not the same bug." + "reason": "Both are interface/unpacking-style crashes, but they occur in different code paths with different objects and fixes." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "model_max_length handling for DeBERTa-V3 is unrelated to missing transformers.onnx import." + "reason": "Different models and failure modes: Qwen2.5-VL video position IDs vs Sam3-litetext memory overflow." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "patchtsmixer post_init policy and non-persistent buffer junk in v5 are unrelated changes." + "reason": "No substantive overlap: Qwen3 auto device mapping CUDA assert is unrelated to the category-count runtime error." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload regression are different code paths." + "reason": "torch.compile/SDPA model crash is unrelated to a local dataset loading issue in an example script." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43827", + "right": "issue:47321", "accept": false, - "reason": "Missing import_utils symbol and kernels v0.15 dependency/version import failure are separate import issues." + "reason": "Docs/pipeline removals are unrelated to an AMD Quark class update issue." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "gguf_file breaking from_pretrained and unrecognized model_type config loading are both load failures, but not the same underlying problem." + "reason": "Both concern training loss computation, but they are different model-specific bugs with different incorrect loss formulations." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are unrelated." + "reason": "A stale warning in paged generate is not the same bug as Whisper generation failing on empty transcription." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are adjacent but not the same concrete bug." + "reason": "Pipeline top_k nesting behavior and Bart generate() decoder_attention_mask initialization are separate generation issues." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:39692", + "right": "issue:47321", "accept": false, - "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention support are different model bugs." + "reason": "SigLIP2 docs/model mismatch is unrelated to the AMD Quark class update problem." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic flash-attention issue report." + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading vs Janus image-generation test failure." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are distinct vision-model bugs." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import depending on datasets are different bugs." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the image-classification example's local dataset loading failure." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to apply_chat_template padding=False batched crash." + "reason": "Both are video/image preprocessing related, but the underlying bugs are different: wrong position IDs vs incorrect padding calculation." }, { - "left": "issue:44610", + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashing." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as KV-cache continuation tensor indexing in transformers serve." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model issues are unrelated to the image-classification example's dataset loading problem." + }, + { + "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo processor/model size mismatch and sam3-litetext memory overflow are not the same issue." + "reason": "Both mention memory pressure, but one is a generic CUDA OOM and the other is a model-specific memory overflow in sam3-litetext." }, { - "left": "issue:45381", - "right": "issue:47217", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs is different from image-placeholder-in-user-text failures." + "reason": "Processor.tokenizer regression and gemma4 resize_token_embeddings behavior affect different APIs and code paths." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are distinct problems." + "reason": "Both are image-processor bugs, but one is label reduction losing array values and the other is over-padding when already divisible." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocabulary collapse is unrelated to incorrect visual encoder keys being saved." } ] }, @@ -11900,93 +12119,95 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 39, + "review_unit_index": 41, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:25251", "issue:27957", - "issue:29870", + "issue:32090", "issue:35141", - "issue:41950", - "issue:42490", - "issue:43388", - "issue:43475", - "issue:43504", - "issue:43525", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43404", "issue:43531", - "issue:43572", - "issue:43650", + "issue:43540", + "issue:43611", + "issue:43643", "issue:43673", - "issue:43688", - "issue:43931", - "issue:44060", - "issue:44190", - "issue:44242", - "issue:44479", - "issue:44534", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", "issue:44734", - "issue:44743", - "issue:44792", - "issue:44855", - "issue:44913", + "issue:44737", + "issue:44779", + "issue:44938", "issue:44964", - "issue:44977", - "issue:45127", - "issue:45200", - "issue:45405", - "issue:45406", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", "issue:45542", - "issue:45588", + "issue:45584", "issue:45600", "issue:45632", - "issue:45698", "issue:45803", - "issue:46082", - "issue:46170", - "issue:46178", - "issue:46202", + "issue:45907", "issue:46234", - "issue:46424", - "issue:46693", - "issue:46697", - "issue:46894", - "issue:47217" + "issue:46421", + "issue:46489", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" ], "soft_pairs": [ - "issue:43572|issue:46178", - "issue:44242|issue:46894", - "issue:43504|issue:45698", - "issue:45632|issue:46424", - "issue:45542|issue:46234", - "issue:44792|issue:44977", - "issue:44479|issue:47217", - "issue:44534|issue:44913", - "issue:43525|issue:43531", - "issue:44792|issue:45600", - "issue:45803|issue:46170", - "issue:25251|issue:27957", - "issue:45127|issue:45200", - "issue:46082|issue:46697", - "issue:43931|issue:44060", - "issue:43650|issue:46202", - "issue:41950|issue:43475", - "issue:46693|issue:47217", - "issue:43673|issue:44743", - "issue:35141|issue:42490", - "issue:43388|issue:43688", - "issue:44190|issue:44964", - "issue:44855|issue:45588", - "issue:44792|issue:45405", - "issue:29870|issue:35141", - "issue:44734|issue:45406" + "issue:43673|issue:46421", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:47145|issue:47321", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43317|issue:47312", + "issue:43994|issue:47321", + "issue:45290|issue:46752", + "issue:43673|issue:46858", + "issue:43611|issue:47321", + "issue:27957|issue:35141", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:44246|issue:45003", + "issue:44938|issue:45542", + "issue:42175|issue:44279", + "issue:44964|issue:45600", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:36246|issue:41628" ], - "prepared_review_unit_hash": "274143a90895df951ba037ce8c6bd51c4bf4531a57eed08b1fcd297bfd467897", + "prepared_review_unit_hash": "77a0690bafaa93ed62c7135cb1a57ac663386429021ba8b4b5cb5b8ce33501db", "component_budget": { "node_count": 528, "item_count": 528, @@ -11996,180 +12217,198 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35708, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges are rejected: the candidate pairs are only superficially similar (shared words like cache, generation, loading, or model family) but describe different bugs, code paths, or model-specific failures. This cluster is heterogeneous rather than a duplicate set.", - "confidence": 0.91, + "summary": "These pairings are mostly broad Transformer regressions that share subsystem keywords but not the same concrete bug. I would reject all soft edges; there is no clear canonical duplicate in this set.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 has the strongest standalone signal in this mixed set (highest discussion/inbound references) and describes a concrete, broadly impactful regression; if one issue must be treated as the representative anchor, it is the best fit.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Unrelated failures: a StableLmConfig field mismatch vs a TensorFlow-text backend registration/import error." + "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is lazy cache init causing recompilation; different code paths." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Both concern losses, but they affect different models and different training paths; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different models and have different failure mechanisms." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "One is a legacy-field preset load failure in BEiT; the other is custom-module resolution after save_pretrained." + "reason": "One is video-input validation in Qwen3OmniMoe; the other is KV-cache continuation tensor indexing in serve. Not the same bug." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length semantics." + "reason": "Resize-token-embeddings weight tying is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:47145", + "right": "issue:47321", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend handling is unrelated to a missing import_utils availability helper." + "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Different models and different generation failures; no shared concrete code path is evident." + "reason": "Both involve forwarding an argument, but to different APIs and with different semantics; not a duplicate." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Video-input regression across Qwen VL models is distinct from image-placeholder handling in user text." + "reason": "Both touch CI, but one is a stale test and the other is broken auto_mappings references; unrelated fixes." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoX config reload resetting rotary_pct." + "reason": "Both are model-loading problems, but for different models and different root causes." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "A missing Llama4Config attribute is unrelated to a Qwen3-MoE sliding_window bug." + "reason": "trust_remote_code field loss is a different issue from unrecognized model configs missing model_type." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Janus image-generation test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." + "reason": "Both are multimodal template bugs, but one is assistant_masks being all zero and the other is wrong vision_position_ids for video." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43317", + "right": "issue:47312", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Windows/ROCm torch.distributed import failures." + "reason": "Dequantized model offload failure and kernel-version incompatibility are unrelated." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43994", + "right": "issue:47321", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta Flash Attention 2 support." + "reason": "Siglip2 inference corruption is unrelated to AMD quark class metadata updates." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "LoRA merge collapse with extended vocab is a different issue from mm_token_type_ids defaults in Gemma 4." + "reason": "Both are apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty list." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated." + "reason": "Both mention cache, but one is missing cache in chunked_prefill and the other is static-cache seq_length arithmetic on non-CUDA backends." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43611", + "right": "issue:47321", "accept": false, - "reason": "Qwen3-VL shape-mismatch loading and Qwen3-Next tied-weights warning are different model families and bugs." + "reason": "Transformers 5 base_model_prefix loading regression is unrelated to AMD quark class updates." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "The placeholder title is not enough to connect it to Gemma pipeline roundtrip behavior; different bug surfaces." + "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are different bugs." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Video-classification processor selection is not the same as SAM3 vision encoder missing an output attribute." + "reason": "One is a device placement bug in torch.arange; the other is a bare except swallowing interrupts/errors in Fuyu tensor conversion." }, { - "left": "issue:46693", - "right": "issue:47217", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." + "reason": "CI test flake and model-loading failure are unrelated." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Both involve cache, but one is a generic v5.0 chunked_prefill cache issue and the other is Qwen3.5 recurrent-state reset." + "reason": "Import slowdown and unsafe sys.modules access are different import-system problems." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Embedding reinitialization on resize is unrelated to path-with-trailing-slash import warnings." + "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are not the same issue." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Different training/evaluation bugs: batch label dropping vs auxiliary-loss normalization." + "reason": "Package-extra dependency omission and a generic dependency issue are too broad and not the same concrete bug." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Dataset loading in a training script is unrelated to loading Phi-4 multimodal with the latest transformers." + "reason": "Model load regression and broken auto_mappings CI references are unrelated." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention crashing on s_aux=None." + "reason": "Both involve saving/loading weights, but one is tied lm_head weights in Mistral3 and the other is a Qwen3.5 save_pretrained regression." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "A Janus model test failure is unrelated to the MIN_PEFT_VERSION bump." + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." }, { - "left": "issue:29870", + "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to post_init reinitializing output embeddings." + "reason": "Trainer GPU broadcast NoneType and embedding reinitialization after resize are unrelated." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "trust_remote_code cache-path collision and a missing import_utils helper are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized config loading and VL image-placeholder handling are separate failures." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references in auto_mappings are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import/export problems, but they concern different symbols and code paths; not the same bug." } ] }, @@ -12184,95 +12423,217 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 40, + "review_unit_index": 42, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-528", "nodes": [ - "issue:25251", - "issue:29870", + "issue:36246", + "issue:38617", "issue:39692", - "issue:41720", - "issue:43065", + "issue:41950", + "issue:42907", + "issue:42994", "issue:43295", "issue:43335", + "issue:43381", + "issue:43441", + "issue:43479", "issue:43526", - "issue:43550", - "issue:43644", - "issue:43827", - "issue:43854", - "issue:43994", - "issue:44190", - "issue:44242", - "issue:44479", - "issue:44610", - "issue:44617", - "issue:44734", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", "issue:44792", - "issue:44855", - "issue:44869", - "issue:44913", "issue:44933", - "issue:45072", - "issue:45127", - "issue:45245", - "issue:45276", - "issue:45357", - "issue:45362", - "issue:45381", - "issue:45563", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", "issue:45584", "issue:45588", - "issue:45632", - "issue:46369", - "issue:46399", - "issue:46617", - "issue:46655", - "issue:46697", - "issue:46832", - "issue:46858", - "issue:46897", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", "issue:46932", - "issue:47013", - "issue:47312", - "issue:47321" + "issue:47332", + "issue:47333" ], "soft_pairs": [ - "issue:43827|issue:43994", - "issue:43335|issue:44855", - "issue:45072|issue:46932", - "issue:45245|issue:46858", - "issue:44869|issue:46832", - "issue:46399|issue:47312", - "issue:43644|issue:44913", - "issue:44617|issue:45584", - "issue:45632|issue:46617", - "issue:45588|issue:47013", - "issue:45381|issue:46369", - "issue:41720|issue:45245", - "issue:43550|issue:44190", - "issue:43827|issue:47321", - "issue:44242|issue:46897", - "issue:45563|issue:45584", - "issue:25251|issue:29870", - "issue:39692|issue:47321", - "issue:43854|issue:44792", - "issue:43065|issue:44610", - "issue:43335|issue:44190", - "issue:45381|issue:46655", - "issue:44933|issue:45362", - "issue:44479|issue:44734", - "issue:39692|issue:44190", - "issue:44617|issue:46369", - "issue:43295|issue:45276", - "issue:43526|issue:46697", - "issue:45127|issue:45357" + "issue:43335|issue:45593", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43295|issue:45335", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:39692|issue:46932", + "issue:43673|issue:44336", + "issue:46082|issue:46121", + "issue:44496|issue:45759", + "issue:43526|issue:43901", + "issue:44016|issue:44220", + "issue:42994|issue:47333", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44327|issue:46752", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:42994|issue:47332", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43479|issue:45375" ], - "prepared_review_unit_hash": "8cdb6e6af3b0fdacfbf21a945b01b5b7d1dc930a817ac6703c76a165cf2926e9", + "prepared_review_unit_hash": "de878be29237873613a43ebabf06b90579181175e1a9e34b98eb40abc837d3e4", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 27, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:41950|issue:45020", + "issue:43901|issue:47217", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:46082|issue:46399", + "issue:43381|issue:47000", + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:43931|issue:47145" + ], + "prepared_review_unit_hash": "dfc755acce2e932aed30586f7c41ec163ccea7ba11cb8fea5ddc3990602b333e", "component_budget": { "node_count": 528, "item_count": 528, @@ -12285,195 +12646,195 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36015, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad set of unrelated issues; the soft-similar pairs share surface keywords but not the same underlying bug/change. No pair should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated issues across tokenizers, model loading, pipelines, docs, and regressions. I found no true duplicates among the soft pairs. The strongest single issue to serve as the canonical representative is the Granite AutoTokenizer regression, because it is a clear, concrete, user-facing v4\u2192v5 break with broad impact inside one model family.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the highest-signal report here: it states a concrete silent regression, isolates the affected family (Granite), and describes a clear tokenizer-output failure mode that is easy to triage and reproduce.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue to anchor this set: it is specific enough to be actionable but broad enough to represent the most significant regression-style reports in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Both mention pipeline/SigLIP2, but one is stale docs after v5 pipeline removals and the other is a model/processor behavior bug with nonsensical outputs." + "reason": "Different bugs in the same model family: one is a load failure, the other is incorrect save_pretrained keys. Not the same underlying code-path." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Different failures: SwitchTransformers config layer construction vs a Python 3.13 IndentationError in DebertaV2Model import parsing." + "reason": "Docs mismatch for text-classification vs an unrecognized-model loading error; unrelated failures." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both are dtype-related, but they affect different models and paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedder casting." + "reason": "Video pipeline processor selection vs remote_code compatibility break; different subsystems and symptoms." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Unrelated bugs: category cardinality limit error versus static-cache slice arithmetic failing because seq length is a device tensor." + "reason": "TextClassificationPipeline docs issue vs VL image-placeholder handling bug; no shared underlying defect." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Different subsystems and root causes: Whisper timestamp decoding crash vs RT-DETR forward logic when feature levels are insufficient." + "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION to an unreleased version." }, { - "left": "issue:46399", - "right": "issue:47312", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Both involve kernels, but one is a missing registration decorator for apply_rotary_pos_emb and the other is a broader incompatibility with kernels 0.16." + "reason": "Both are tokenizer/model regressions, but they affect different APIs and model families with distinct root causes." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Non-persistent buffer initialization corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Two separate documentation issues about different topics; not duplicates." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "CUDA OOM in Sam3Video is a resource issue, not the Whisper empty-transcription crash after align_special_tokens." + "reason": "MaskGenerationPipeline final-batch bookkeeping vs a memory overflow in sam3-litetext; unrelated." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "Both touch trust_remote_code cache handling, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache." + "reason": "Stale phonemizer backend state vs tokenizers thread-safety regression; different components and bug shapes." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both are interface/unpacking-style crashes, but they occur in different code paths with different objects and fixes." + "reason": "Tokenizer BPE-marker handling vs a low-signal follow-up issue; no evidence they describe the same bug." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Different models and failure modes: Qwen2.5-VL video position IDs vs Sam3-litetext memory overflow." + "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained key corruption; different model paths." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "No substantive overlap: Qwen3 auto device mapping CUDA assert is unrelated to the category-count runtime error." + "reason": "Both involve tokenizer regressions, but the affected models and failure modes differ; not the same concrete defect." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "torch.compile/SDPA model crash is unrelated to a local dataset loading issue in an example script." + "reason": "Optimizer SGD args not used is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." }, { - "left": "issue:43827", - "right": "issue:47321", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Docs/pipeline removals are unrelated to an AMD Quark class update issue." + "reason": "Python version support breakage is unrelated to PEFT version pinning." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Both concern training loss computation, but they are different model-specific bugs with different incorrect loss formulations." + "reason": "Pipeline processor lookup vs Gemma4 device-map mismatch; different model/pipeline code paths." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "A stale warning in paged generate is not the same bug as Whisper generation failing on empty transcription." + "reason": "Serialization of lm_head.weight on device vs resize_token_embeddings not updating Gemma4-specific embeddings; related theme but not the same bug." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Pipeline top_k nesting behavior and Bart generate() decoder_attention_mask initialization are separate generation issues." + "reason": "Config validation for head_dim vs a missing decorator causing kernel registration failure; unrelated." }, { - "left": "issue:39692", - "right": "issue:47321", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to the AMD Quark class update problem." + "reason": "Gradient checkpointing eval-mode behavior vs RTDetr loss infeasibility; different failures entirely." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash unit-test loading vs Janus image-generation test failure." + "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained visual-key corruption; not the same underlying issue." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are distinct vision-model bugs." + "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to the image-classification example's local dataset loading failure." + "reason": "Head-dim validation error vs stale config.dtype after from_config; different model construction bugs." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Both are video/image preprocessing related, but the underlying bugs are different: wrong position IDs vs incorrect padding calculation." + "reason": "A specific missing import versus a broad import-errors report; the evidence does not show one concrete shared defect." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashing." + "reason": "AutoTokenizer preferring the wrong tokenizer source vs a Mistral regex patch crash; different tokenizer code paths." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Video-input regression in Qwen VL models is not the same as KV-cache continuation tensor indexing in transformers serve." + "reason": "Both are model-loading problems, but for different models and different underlying causes." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "SigLIP2 docs/model issues are unrelated to the image-classification example's dataset loading problem." + "reason": "General non-persistent-buffer junk issue vs FP8 weight_scale not applied; the latter is a specific checkpoint-loading bug, not the same defect." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Both mention memory pressure, but one is a generic CUDA OOM and the other is a model-specific memory overflow in sam3-litetext." + "reason": "Router load-balancing loss omission vs Gemma4 token-type defaults; unrelated training behavior." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Processor.tokenizer regression and gemma4 resize_token_embeddings behavior affect different APIs and code paths." + "reason": "Placeholder issue text vs FP8 inference failure on B200; no real overlap." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Both are image-processor bugs, but one is label reduction losing array values and the other is over-padding when already divisible." + "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43931", + "right": "issue:47145", "accept": false, - "reason": "LoRA merge with extended vocabulary collapse is unrelated to incorrect visual encoder keys being saved." + "reason": "Qwen3-VL weight-shape mismatch vs FP8 compressed-tensors scale application; different failure modes and code paths." } ] }, @@ -12488,95 +12849,97 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 41, + "review_unit_index": 44, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:27957", - "issue:32090", - "issue:35141", - "issue:36246", - "issue:41628", + "issue:33290", "issue:42175", "issue:42796", + "issue:42994", "issue:43317", - "issue:43404", - "issue:43531", - "issue:43540", - "issue:43611", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", "issue:43643", "issue:43673", - "issue:43854", - "issue:43994", - "issue:44112", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", "issue:44246", - "issue:44279", - "issue:44462", - "issue:44496", - "issue:44521", - "issue:44734", - "issue:44737", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", "issue:44779", - "issue:44938", - "issue:44964", - "issue:45003", - "issue:45216", - "issue:45276", - "issue:45290", - "issue:45381", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45372", + "issue:45397", "issue:45542", - "issue:45584", + "issue:45588", "issue:45600", - "issue:45632", - "issue:45803", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", "issue:45907", - "issue:46234", - "issue:46421", - "issue:46489", - "issue:46752", - "issue:46858", + "issue:46851", + "issue:47000", "issue:47145", - "issue:47217", - "issue:47312", - "issue:47321" + "issue:47217" ], "soft_pairs": [ - "issue:43673|issue:46421", - "issue:44779|issue:46489", - "issue:43540|issue:44734", - "issue:45276|issue:45584", - "issue:47145|issue:47321", - "issue:44462|issue:45907", - "issue:44112|issue:45600", - "issue:43854|issue:44964", - "issue:43643|issue:44496", - "issue:44521|issue:45381", - "issue:43317|issue:47312", - "issue:43994|issue:47321", - "issue:45290|issue:46752", - "issue:43673|issue:46858", - "issue:43611|issue:47321", - "issue:27957|issue:35141", - "issue:44737|issue:45803", - "issue:44112|issue:44964", - "issue:44246|issue:45003", - "issue:44938|issue:45542", - "issue:42175|issue:44279", - "issue:44964|issue:45600", - "issue:43404|issue:45216", - "issue:42796|issue:44521", - "issue:32090|issue:35141", - "issue:45632|issue:46234", - "issue:44496|issue:47217", - "issue:43531|issue:45600", - "issue:36246|issue:41628" + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:43441|issue:45834", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:43873|issue:47145", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44246|issue:47217", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44186|issue:47000", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:45600|issue:45712", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:43575|issue:47145" ], - "prepared_review_unit_hash": "77a0690bafaa93ed62c7135cb1a57ac663386429021ba8b4b5cb5b8ce33501db", + "prepared_review_unit_hash": "bfef269153496d74c3f2e5a202d98d14544b0b2c5e2a3cdbba84c4b22c3829a1", "component_budget": { "node_count": 528, "item_count": 528, @@ -12586,198 +12949,204 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35942, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These pairings are mostly broad Transformer regressions that share subsystem keywords but not the same concrete bug. I would reject all soft edges; there is no clear canonical duplicate in this set.", - "confidence": 0.94, + "summary": "This cluster is not a duplicate set; the soft pairs are only superficially similar and span unrelated Transformers bugs, regressions, and docs issues. No pair looks like the same underlying fix target.", + "confidence": 0.9, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the most central/open item in the set, with the most discussion and inbound references, so it is the best single anchor issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is lazy cache init causing recompilation; different code paths." + "reason": "Different problems: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend packaging." }, { - "left": "issue:44779", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and have different failure mechanisms." + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different code paths: flash_attention sink handling vs RTDetrLoss assignment infeasibility." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "One is video-input validation in Qwen3OmniMoe; the other is KV-cache continuation tensor indexing in serve. Not the same bug." + "reason": "Tokenizer regex patch crash vs Hub API revision forwarding; unrelated." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Resize-token-embeddings weight tying is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "ANSI output formatting vs variable-length position_ids handling; no shared bug." }, { - "left": "issue:47145", - "right": "issue:47321", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." + "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding vs position_ids logic for variable lengths." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Both involve forwarding an argument, but to different APIs and with different semantics; not a duplicate." + "reason": "FlashAttention regression in Ministral-3 vs Kosmos2.5 OCR index error; different models and failures." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Both touch CI, but one is a stale test and the other is broken auto_mappings references; unrelated fixes." + "reason": "Multimodal config None-handling vs missing pad_token_id on Llama4Config; separate config bugs." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both are model-loading problems, but for different models and different root causes." + "reason": "auto_docstring annotation crash vs Gemma 4 processor import failure; unrelated subsystems." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "trust_remote_code field loss is a different issue from unrecognized model configs missing model_type." + "reason": "General quantization/offloading behavior vs FP8 weight_scale omission on frozen checkpoints; not the same defect." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Both are multimodal template bugs, but one is assistant_masks being all zero and the other is wrong vision_position_ids for video." + "reason": "Adafactor/deepspeed OOM vs optimizer.step being called twice; different DeepSpeed issues." }, { - "left": "issue:43317", - "right": "issue:47312", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Dequantized model offload failure and kernel-version incompatibility are unrelated." + "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct lifecycle stages." }, { - "left": "issue:43994", - "right": "issue:47321", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Siglip2 inference corruption is unrelated to AMD quark class metadata updates." + "reason": "processor.save_pretrained missing files vs Chinese performance slowdown; unrelated." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both are apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty list." + "reason": "Missing rms_norm_eps precision mismatch vs torch.split return values; both mention GLM/MLA but different bugs." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Both mention cache, but one is missing cache in chunked_prefill and the other is static-cache seq_length arithmetic on non-CUDA backends." + "reason": "TensorFlow not installed with torch extra vs Python version incompatibility in Transformers 5.1.0; unrelated." }, { - "left": "issue:43611", - "right": "issue:47321", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Transformers 5 base_model_prefix loading regression is unrelated to AMD quark class updates." + "reason": "Slow import sometimes vs VL image placeholder handling; different areas." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are different bugs." + "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained; not the same path." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "One is a device placement bug in torch.arange; the other is a bare except swallowing interrupts/errors in Fuyu tensor conversion." + "reason": "CamemBERT masked LM regression vs Deepseek tokenizer regression; different model families and code paths." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "CI test flake and model-loading failure are unrelated." + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch under device_map=auto; unrelated." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are different import-system problems." + "reason": "TensorFlow backend packaging issue vs torch/transformers version incompatibility; different failure modes." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are not the same issue." + "reason": "LayoutLMv2Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; unrelated." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Package-extra dependency omission and a generic dependency issue are too broad and not the same concrete bug." + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; not the same defect." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Model load regression and broken auto_mappings CI references are unrelated." + "reason": "GenerationMixin cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different regression points." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both involve saving/loading weights, but one is tied lm_head weights in Mistral3 and the other is a Qwen3.5 save_pretrained regression." + "reason": "sentence-transformers import NameError vs TensorFlow backend packaging; unrelated." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." + "reason": "torch.compile attention kernel divergence vs ANSI loading-report formatting; no overlap." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Trainer GPU broadcast NoneType and embedding reinitialization after resize are unrelated." + "reason": "auto_mappings referencing removed configs vs leftover dummy classes in dummy_pt_objects; both CI-related but different files and fixes." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "trust_remote_code cache-path collision and a missing import_utils helper are different bugs." + "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; separate config-loading bugs." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Unrecognized config loading and VL image-placeholder handling are separate failures." + "reason": "Docs mismatch for text classification pipeline vs intermittent slow imports; unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references in auto_mappings are unrelated." + "reason": "Tokenizer BPE marker handling vs FlashAttention failure in Ministral-3; different model/tokenizer issues." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Both are import/export problems, but they concern different symbols and code paths; not the same bug." + "reason": "Qwen2.5-VL rope indexing for still images vs Qwen3.5 variable-length position_ids; similar model family but different logic and symptom." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on load vs FP8 frozen checkpoint scaling omission; different memory vs correctness problems." } ] }, @@ -12792,96 +13161,98 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 42, + "review_unit_index": 45, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-528", "nodes": [ - "issue:36246", - "issue:38617", - "issue:39692", - "issue:41950", - "issue:42907", - "issue:42994", - "issue:43295", - "issue:43335", - "issue:43381", - "issue:43441", - "issue:43479", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43299", "issue:43526", - "issue:43650", - "issue:43673", + "issue:43540", + "issue:43550", + "issue:43723", "issue:43824", - "issue:43901", "issue:43976", - "issue:44016", - "issue:44062", - "issue:44220", - "issue:44279", + "issue:44162", + "issue:44242", + "issue:44246", "issue:44295", - "issue:44327", + "issue:44297", "issue:44336", + "issue:44373", + "issue:44485", "issue:44496", - "issue:44683", - "issue:44792", - "issue:44933", - "issue:44987", - "issue:45042", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", "issue:45083", - "issue:45335", - "issue:45375", - "issue:45446", - "issue:45584", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", "issue:45588", "issue:45593", - "issue:45759", - "issue:46082", - "issue:46121", - "issue:46424", + "issue:46291", + "issue:46399", "issue:46506", - "issue:46515", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", "issue:46752", - "issue:46932", - "issue:47332", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312", "issue:47333" ], "soft_pairs": [ - "issue:43335|issue:45593", - "issue:36246|issue:38617", - "issue:44496|issue:45042", - "issue:45083|issue:46506", - "issue:43295|issue:45335", - "issue:44295|issue:46506", - "issue:41950|issue:44016", - "issue:43673|issue:46424", - "issue:43976|issue:44987", - "issue:44683|issue:45446", - "issue:39692|issue:46932", - "issue:43673|issue:44336", - "issue:46082|issue:46121", - "issue:44496|issue:45759", - "issue:43526|issue:43901", - "issue:44016|issue:44220", - "issue:42994|issue:47333", - "issue:43381|issue:45593", - "issue:42907|issue:43441", - "issue:43650|issue:44220", - "issue:44016|issue:44062", - "issue:44327|issue:46752", - "issue:44792|issue:46424", - "issue:43441|issue:45588", - "issue:44279|issue:46515", - "issue:42994|issue:47332", - "issue:43976|issue:44279", - "issue:43824|issue:44933", - "issue:45335|issue:45584", - "issue:43479|issue:45375" + "issue:43824|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:47176|issue:47177", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "issue:46291|issue:46399", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", + "issue:42915|issue:47312" ], - "prepared_review_unit_hash": "7aaf49e9daca292e4bba07d792482454f5ea35ca9659bc467b711d15615573b3", + "prepared_review_unit_hash": "52fb79152ff09872b67033086d34e3199063d69d932ca47df6c123983f9daebe", "component_budget": { "node_count": 528, "item_count": 528, @@ -12891,210 +13262,313 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36112, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 27, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47321" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:46726|issue:47217", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:36246|issue:43596", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43295|issue:45292", + "issue:43352|issue:45250", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "70800eac88f4aad8c8aea07c36e900b24f2c617883f997de7cce09f39fdc012d", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35954, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of unrelated Transformers issues; all soft edges look like near-matches in wording only, not the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue: the set spans unrelated failures across model imports, configs, pipelines, quantization/offloading, docs, and runtime behavior, so any single issue would be arbitrary.", + "summary": "The cluster is heterogeneous: all soft-similarity pairs are false positives, with only broad overlap in model families, versions, or subsystems. No single canonical duplicate issue/PR stands out.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45588 is the most concrete and active code-path bug report in the set, but it still does not unify the cluster; it is only the best representative if one must be chosen.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Different models and failure modes: SwitchTransformers config sparsity bug vs D-FINE auxiliary-loss behavior." + "reason": "Different problem domains: offline cache loading vs attention registry behavior." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both are ImportErrors, but for unrelated missing symbols in different modules and code paths." + "reason": "Unrelated pipeline/image-processor routing issue vs audio feature extraction bug." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Unrecognized model loading vs PIL image processors requiring torchvision; unrelated failures." + "reason": "Tokenizer correctness regression vs embedding resize not propagating; different code paths." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "Different bugs: qwen3_omni_moe feature-length helper vs CPU/CUDA output mismatch in PPDocLayoutV3." + "reason": "Processor backend-missing error vs VL placeholder-in-text failure; not the same bug." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Processor/tokenizer regression vs resize_token_embeddings not updating decoder embeddings; not the same bug." + "reason": "Docs mismatch for a pipeline API vs unsafe sys.modules access in modeling_utils." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Position_ids buffer read error is unrelated to CPU/CUDA nondeterminism." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is ZeRO3 init deque crash." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Pipeline image-processor lookup bug vs notebook syntax error; clearly different." + "reason": "ImportError for a Qwen image processor vs BertModel/ZeRO3 index error; different failures." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked_prefill and the other is cache length handling; distinct code paths." + "reason": "Both mention video processing, but the affected models and likely bug locations differ." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Python version support issue vs model-loading failure for a specific repo; unrelated." + "reason": "Different missing-import failures from different packages and root causes." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both touch flex_attention/version gating, but one is compiled flex_attention on torch>=2.9 and the other is an AuxRequest import version check." + "reason": "Different missing-import targets; no shared code-path evidence." }, { - "left": "issue:39692", - "right": "issue:46932", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Docs example errors vs quantized embedders dtype casting; not the same underlying bug." + "reason": "Both touch Qwen multimodal config handling, but one is a strict-field drop and the other is text_config unwrapping." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Cache behavior bug vs ANSI output formatting in loading_report; unrelated." + "reason": "Model loading failure vs empty-list chat template IndexError; unrelated." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Llama head_dim validation vs rope-parameter conversion TypeError; different validation paths." + "reason": "Embedding resize bug vs tokenization changes; different behaviors and layers." }, { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Both are model/config loading issues, but one is an unrecognized model and the other is missing text_config unwrapping for composite multimodal configs." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "Image processor label reduction bug vs text-classification docs mismatch; unrelated." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error vs audio feature-extraction helper issue; no shared bug." - }, - { - "left": "issue:42994", - "right": "issue:47333", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Both are saving failures, but quantized-model saving and disk-offloaded-model saving are different code paths and fixes." + "reason": "Registering position_ids as buffer vs performance regression after upgrade; not the same bug." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "ESM2 model breakage vs Gemma 4 token-type defaulting; different model-specific issues." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Save/dequantization failure vs FlashAttention runtime failure; different problems." + "reason": "Processor.tokenizer regression vs embedding resize propagation; no concrete overlap." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Non-informative data request vs _torch_extract_fbank_features issue; no relation." + "reason": "Generic Flash Attention support request vs model-specific unsupported FA2 error." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword collision; unrelated." + "reason": "ZeRO3 init crash vs auto_mappings stale config references; different code paths." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "QA decode_spans top_k bounds bug vs empty-chat-template IndexError; different pipelines." + "reason": "Serialization of tied weights vs resize_token_embeddings not updating decoder embeddings." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:46170", + "right": "issue:47321", "accept": false, - "reason": "Janus test failure vs cache-length handling; no shared concrete bug." + "reason": "Windows/ROCm distributed import issue vs AMD quark class update; unrelated." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both mention FlashAttention, but one is a specific Ministral-3 failure and the other is a generic s_aux=None AttributeError; too little evidence they are the same bug." + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; different model logic." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "General dependency issue vs torch 2.4.1 incompatibility; not the same underlying change." + "reason": "Unsafe sys.modules access vs xdist race in testing utils; unrelated." }, { - "left": "issue:42994", - "right": "issue:47332", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Both are save failures, but quantized save and disk-offloaded save are distinct issues." + "reason": "SAM3 video encoder attribute error vs SAM3 LiteText memory overflow; different failures." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Python support regression vs vague dependency issue; unrelated." + "reason": "Strict config loading failure for granite_speech vs missing field in Qwen vision config." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Missing Qwen2_5_VL export vs non-existent import from image_utils; both imports fail, but not the same missing symbol or code path." + "reason": "save_pretrained missing files vs AutoProcessor backend-unavailable load error; different lifecycle stages." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; unrelated." + "reason": "Model loading regression for a specific repo vs protobuf-related tokenizer exception masking." }, { - "left": "issue:39692", - "right": "issue:46932", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Duplicate of docs/quantization mismatch vs Gemma4 quantized embedder dtype casting; different model and fix." + "reason": "Qwen3-VL-Moe regression vs CPU/CUDA output mismatch in PPDocLayoutV3; unrelated." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Phi4Multimodal default-config initialization vs Qwen3_5MoeVisionConfig field omission; different config bugs." + "reason": "Router-loss omission bug vs AMP/CUDA image-loss crash; different components." } ] }, @@ -13109,95 +13583,93 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 43, + "review_unit_index": 47, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:39692", - "issue:41950", - "issue:42796", - "issue:43295", - "issue:43299", - "issue:43381", - "issue:43577", - "issue:43644", - "issue:43650", + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", "issue:43653", - "issue:43854", - "issue:43901", + "issue:43723", + "issue:43906", "issue:43931", - "issue:43976", - "issue:44016", - "issue:44075", - "issue:44242", - "issue:44279", - "issue:44291", - "issue:44351", + "issue:44162", + "issue:44188", + "issue:44361", "issue:44368", - "issue:44462", - "issue:44466", - "issue:44496", - "issue:44779", - "issue:45020", - "issue:45081", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", "issue:45200", - "issue:45216", - "issue:45276", - "issue:45278", - "issue:45357", - "issue:45405", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", "issue:45593", - "issue:45812", - "issue:45823", + "issue:45656", + "issue:45685", + "issue:45987", "issue:46082", "issue:46123", - "issue:46209", - "issue:46369", - "issue:46399", - "issue:46512", - "issue:46614", - "issue:47000", - "issue:47085", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46851", + "issue:46858", + "issue:47068", "issue:47145", - "issue:47217" + "issue:47312" ], "soft_pairs": [ - "issue:43299|issue:45216", - "issue:43901|issue:44496", - "issue:41950|issue:45020", - "issue:43901|issue:47217", - "issue:44279|issue:45405", - "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:46123|issue:46369", - "issue:46614|issue:47085", - "issue:42796|issue:43650", - "issue:43577|issue:45216", - "issue:44779|issue:45812", - "issue:44075|issue:44368", - "issue:43976|issue:45405", - "issue:41950|issue:45823", - "issue:44466|issue:45276", - "issue:46082|issue:46399", - "issue:43381|issue:47000", - "issue:43299|issue:45357", - "issue:43653|issue:45593", - "issue:46082|issue:46512", - "issue:44351|issue:45278", - "issue:44462|issue:45081", - "issue:43299|issue:43854", - "issue:43644|issue:47145", - "issue:44242|issue:45200", - "issue:43650|issue:46209", - "issue:44016|issue:44291", - "issue:43931|issue:47145" + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:42199|issue:46851", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:46132|issue:47145", + "issue:44188|issue:46421", + "issue:44361|issue:44749", + "issue:45593|issue:47068", + "issue:45103|issue:46858" ], - "prepared_review_unit_hash": "dfc755acce2e932aed30586f7c41ec163ccea7ba11cb8fea5ddc3990602b333e", + "prepared_review_unit_hash": "8696dc009c0b6734843a0aee07d288096f1cf8df2334f35f303ea45bb4c58922", "component_budget": { "node_count": 528, "item_count": 528, @@ -13209,196 +13681,184 @@ "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36008, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "soft_pair_count": 27, + "serialized_chars": 35370, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues across tokenizers, model loading, pipelines, docs, and regressions. I found no true duplicates among the soft pairs. The strongest single issue to serve as the canonical representative is the Granite AutoTokenizer regression, because it is a clear, concrete, user-facing v4\u2192v5 break with broad impact inside one model family.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45812 is the highest-signal report here: it states a concrete silent regression, isolates the affected family (Granite), and describes a clear tokenizer-output failure mode that is easy to triage and reproduce.", + "summary": "This cluster is a fuzzy-similarity false positive: the issues span unrelated models, subsystems, and failure modes. None of the soft pairs look like the same underlying bug, and there is no clear canonical duplicate hub.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the soft links are all cross-topic false positives.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best overall issue to anchor this set: it is specific enough to be actionable but broad enough to represent the most significant regression-style reports in the list.", + "best_issue_reason": "No issue here is a good global representative for deduplication since the items are unrelated rather than alternate reports of one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Different bugs in the same model family: one is a load failure, the other is incorrect save_pretrained keys. Not the same underlying code-path." + "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 text-only fine-tuning mm_token_type_ids handling." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Docs mismatch for text-classification vs an unrecognized-model loading error; unrelated failures." + "reason": "Unrelated: video-input regression in Qwen VL models vs Windows/ROCm import failure from torch.distributed dependency." }, { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video pipeline processor selection vs remote_code compatibility break; different subsystems and symptoms." - }, - { - "left": "issue:43901", - "right": "issue:47217", - "accept": false, - "reason": "TextClassificationPipeline docs issue vs VL image-placeholder handling bug; no shared underlying defect." - }, - { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + "reason": "Different domains: BART generate() UnboundLocalError vs MLflow job status reporting after failed training." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Both are tokenizer/model regressions, but they affect different APIs and model families with distinct root causes." + "reason": "Both mention Deepspeed, but one is Gemma-4 from_pretrained loading and the other is an optimizer-step double-call bug." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Two separate documentation issues about different topics; not duplicates." + "reason": "Different subsystems: strict config loading for granite_speech vs a Windows ROCm import/type error." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "MaskGenerationPipeline final-batch bookkeeping vs a memory overflow in sam3-litetext; unrelated." + "reason": "Same model family, but not the same bug: a harmless tie_word_embeddings warning vs a flash-attention generation failure." }, { - "left": "issue:46614", - "right": "issue:47085", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Stale phonemizer backend state vs tokenizers thread-safety regression; different components and bug shapes." + "reason": "Completely different models and failures: DETR cardinality logic vs Qwen3.5 variable-length position_ids behavior." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer BPE-marker handling vs a low-signal follow-up issue; no evidence they describe the same bug." + "reason": "Both are crashes, but they affect different code paths and models: stale indexer cache vs flash_attention.py s_aux=None handling." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained key corruption; different model paths." + "reason": "Different models and symptoms: BigBirdTokenizer special-token registration vs ESM2 being broken." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Both involve tokenizer regressions, but the affected models and failure modes differ; not the same concrete defect." + "reason": "Unrelated: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Optimizer SGD args not used is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + "reason": "No shared bug: an MPS histogram/int issue vs apply_chat_template requiring a chat template." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Python version support breakage is unrelated to PEFT version pinning." + "reason": "Different problems: RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch result dropping." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Pipeline processor lookup vs Gemma4 device-map mismatch; different model/pipeline code paths." + "reason": "Unrelated: offline tokenizer cache loading vs Gemma 4 multi-GPU inference CUDA OOM." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:42994", + "right": "issue:47312", "accept": false, - "reason": "Serialization of lm_head.weight on device vs resize_token_embeddings not updating Gemma4-specific embeddings; related theme but not the same bug." + "reason": "Different issues: quantized model saving failure vs kernels 0.16 incompatibility." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Config validation for head_dim vs a missing decorator causing kernel registration failure; unrelated." + "reason": "Different symptoms and scope: AutoTokenizer loading in v5 vs an accuracy regression after upgrading Transformers." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior vs RTDetr loss infeasibility; different failures entirely." + "reason": "Same project area, but not the same bug: dummy Conv2d in Sam3PixelDecoder vs a model-type warning for sam3_video/sam3_tracker." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained visual-key corruption; not the same underlying issue." + "reason": "Unrelated: torch.compile branching in attention kernels vs Gemma pipeline roundtrip failure on \u2581." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Different failures: Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Head-dim validation error vs stale config.dtype after from_config; different model construction bugs." + "reason": "Distinct bugs: StaticCache returning a tensor instead of int vs LlamaConfig rejecting incompatible head_dim." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "A specific missing import versus a broad import-errors report; the evidence does not show one concrete shared defect." + "reason": "No clear overlap: an isolated reproduction of another issue vs Gemma pipeline roundtrip tokenization failure." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "AutoTokenizer preferring the wrong tokenizer source vs a Mistral regex patch crash; different tokenizer code paths." + "reason": "Both are generation-related warnings, but one is a Qwen3.5 fine-tuning config warning and the other is a stale paged-generate warning." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Both are model-loading problems, but for different models and different underlying causes." + "reason": "Different areas: /v1/chat/completions request rejection vs Gemma token roundtrip failure." }, { - "left": "issue:43644", + "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "General non-persistent-buffer junk issue vs FP8 weight_scale not applied; the latter is a specific checkpoint-loading bug, not the same defect." + "reason": "Unrelated: AttentionInterface.register altering registered functions vs FP8 checkpoint weight_scale not applied." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Router load-balancing loss omission vs Gemma4 token-type defaults; unrelated training behavior." + "reason": "Both involve cache/compile wording, but one is attention-kernel divergence and the other is lazy cache init causing recompilation." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Placeholder issue text vs FP8 inference failure on B200; no real overlap." + "reason": "Different bugs: MLLukeTokenizer AttributeError vs a performance regression after upgrading Transformers." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:45593", + "right": "issue:47068", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." + "reason": "Unrelated: D-FINE auxiliary-loss behavior vs a host synchronization concern from a CUDA tensor conditional." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs FP8 compressed-tensors scale application; different failure modes and code paths." + "reason": "Different code paths: auto_docstring annotations crash vs cache.get_seq_length() device-tensor arithmetic breakage." } ] }, @@ -13413,97 +13873,94 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 44, + "review_unit_index": 48, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:33290", - "issue:42175", - "issue:42796", - "issue:42994", - "issue:43317", - "issue:43441", - "issue:43479", - "issue:43525", - "issue:43575", + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:43065", + "issue:43232", + "issue:43475", "issue:43643", + "issue:43646", "issue:43673", - "issue:43761", + "issue:43701", + "issue:43723", "issue:43784", - "issue:43873", - "issue:43881", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44186", + "issue:43994", + "issue:44038", + "issue:44162", "issue:44188", - "issue:44246", - "issue:44261", - "issue:44263", - "issue:44336", + "issue:44297", + "issue:44373", "issue:44623", - "issue:44671", - "issue:44683", "issue:44749", - "issue:44779", - "issue:45081", - "issue:45103", - "issue:45325", - "issue:45372", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", "issue:45397", - "issue:45542", - "issue:45588", - "issue:45600", + "issue:45478", + "issue:45561", "issue:45656", - "issue:45712", - "issue:45800", - "issue:45823", - "issue:45834", - "issue:45859", - "issue:45907", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", "issue:46851", + "issue:46877", "issue:47000", - "issue:47145", + "issue:47020", "issue:47217" ], "soft_pairs": [ - "issue:44683|issue:45542", - "issue:45588|issue:47000", - "issue:45081|issue:45907", - "issue:44336|issue:46851", - "issue:45859|issue:46851", - "issue:43441|issue:45834", - "issue:43479|issue:43525", - "issue:45103|issue:45372", - "issue:43873|issue:47145", - "issue:33290|issue:45656", - "issue:42994|issue:43317", - "issue:44623|issue:44749", - "issue:44261|issue:44263", - "issue:42175|issue:43976", - "issue:44246|issue:47217", - "issue:44623|issue:45397", - "issue:44671|issue:44779", - "issue:44016|issue:45823", - "issue:45542|issue:45800", - "issue:44186|issue:47000", - "issue:43525|issue:43881", - "issue:43673|issue:43761", - "issue:43784|issue:45542", - "issue:44188|issue:44336", - "issue:45600|issue:45712", - "issue:43525|issue:43643", - "issue:43901|issue:44246", - "issue:42796|issue:43441", - "issue:45325|issue:46851", - "issue:43575|issue:47145" + "issue:46752|issue:47020", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:45310|issue:45375", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "bfef269153496d74c3f2e5a202d98d14544b0b2c5e2a3cdbba84c4b22c3829a1", + "prepared_review_unit_hash": "ab6ae3dab73d1196dadbcb00541730c5a93b26c7c57f63c423377f5c25037f72", "component_budget": { "node_count": 528, "item_count": 528, @@ -13513,204 +13970,192 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36669, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35272, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the soft pairs are only superficially similar and span unrelated Transformers bugs, regressions, and docs issues. No pair looks like the same underlying fix target.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "This cluster is a loose grab-bag of Transformers regressions across generation, tokenization, vision, save/load, and docs; the soft pairs share superficial wording but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s dominant theme: Transformers 5.0 breaking model initialization/loading paths. It is more central and general than the other, narrower model-specific or API-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most central/open item in the set, with the most discussion and inbound references, so it is the best single anchor issue if one must be chosen.", + "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it captures the widest cross-cutting regression class, while the rest are mostly specific manifestations or unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Different problems: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend packaging." - }, - { - "left": "issue:45588", - "right": "issue:47000", - "accept": false, - "reason": "Different code paths: flash_attention sink handling vs RTDetrLoss assignment infeasibility." - }, - { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "Tokenizer regex patch crash vs Hub API revision forwarding; unrelated." + "reason": "Empty-chat-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer bugs on different code paths." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "ANSI output formatting vs variable-length position_ids handling; no shared bug." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-behavior bug; AutoProcessor 'Unrecognized image processor' is a missing-backend/loading error." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding vs position_ids logic for variable lengths." + "reason": "resume_from_checkpoint key mismatch and the Chinese performance regression after upgrade are unrelated failures." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "FlashAttention regression in Ministral-3 vs Kosmos2.5 OCR index error; different models and failures." + "reason": "A data-filtering slowdown and a DeepSpeed optimizer-step duplication bug are different problems." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Multimodal config None-handling vs missing pad_token_id on Llama4Config; separate config bugs." + "reason": "tokenizer.save_pretrained tokenizer_class mismatch and processor.save_pretrained missing files are similar APIs but distinct save-format bugs." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "auto_docstring annotation crash vs Gemma 4 processor import failure; unrelated subsystems." + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated model vs pipeline bugs." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "General quantization/offloading behavior vs FP8 weight_scale omission on frozen checkpoints; not the same defect." + "reason": "Generic custom-model initialization breakage and the ESM2-specific regression are not the same code-path or model family." }, { - "left": "issue:33290", + "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Adafactor/deepspeed OOM vs optimizer.step being called twice; different DeepSpeed issues." + "reason": "Processor save_pretrained file emission and DeepSpeed optimizer-step behavior are unrelated." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct lifecycle stages." + "reason": "Missing Sam3VisionEncoderOutput field and AutoConfig trust_remote_code field loss are both missing-field symptoms, but in different objects and APIs." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "processor.save_pretrained missing files vs Chinese performance slowdown; unrelated." + "reason": "Sam3 vision encoder output attribute error and TimesFM window_size AttributeError involve different models and code paths." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Missing rms_norm_eps precision mismatch vs torch.split return values; both mention GLM/MLA but different bugs." + "reason": "Sentence-transformers import NameError for nn and Qwen3.5 kernel registration ValueError are unrelated import/runtime bugs." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "TensorFlow not installed with torch extra vs Python version incompatibility in Transformers 5.1.0; unrelated." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different subsystems and failure modes." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Slow import sometimes vs VL image placeholder handling; different areas." + "reason": "A docstring typo for position_ids is not the same as a runtime variable-length input bug in Qwen3.5." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained; not the same path." + "reason": "SigLIP2 documentation example errors and AutoProcessor missing-vision-backend handling are different kinds of issues." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "CamemBERT masked LM regression vs Deepseek tokenizer regression; different model families and code paths." + "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids behavior are different bugs." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Notebook syntax error vs Gemma4 PLE device mismatch under device_map=auto; unrelated." + "reason": "Missing PyTorch ImportError and sentence-transformers getting stuck loading are distinct startup problems." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "TensorFlow backend packaging issue vs torch/transformers version incompatibility; different failure modes." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; unrelated." + "reason": "T5 decoder-input validation messaging and auto_docstring stdout spam are different issues in unrelated utilities." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; not the same defect." + "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are unrelated." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "GenerationMixin cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different regression points." + "reason": "Missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig and a broad Qwen3.5 Moe from_pretrained error are too unspecific to treat as the same bug." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "sentence-transformers import NameError vs TensorFlow backend packaging; unrelated." + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "torch.compile attention kernel divergence vs ANSI loading-report formatting; no overlap." + "reason": "AutoTokenizer.from_pretrained failure in v5 and continue_final_message for mistral_common are different tokenizer paths." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "auto_mappings referencing removed configs vs leftover dummy classes in dummy_pt_objects; both CI-related but different files and fixes." + "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost-matrix crash are unrelated." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; separate config-loading bugs." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files do not describe the same underlying defect." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Docs mismatch for text classification pipeline vs intermittent slow imports; unrelated." + "reason": "sync_gpus generation kwargs update and chunked_prefill cache absence are both generation-related but not the same concrete bug." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer BPE marker handling vs FlashAttention failure in Ministral-3; different model/tokenizer issues." + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer failures." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Qwen2.5-VL rope indexing for still images vs Qwen3.5 variable-length position_ids; similar model family but different logic and symptom." + "reason": "A broad Qwen3.5 Moe from_pretrained error and a specific missing-config-field issue are not clearly the same underlying defect." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Tensor-parallel OOM on load vs FP8 frozen checkpoint scaling omission; different memory vs correctness problems." + "reason": "AutoImageProcessor import failure and a nonexistent image_utils import are different import errors with different symbols." } ] }, @@ -13725,98 +14170,96 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 45, + "review_unit_index": 49, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:42491", - "issue:42617", - "issue:42915", - "issue:43299", - "issue:43526", - "issue:43540", - "issue:43550", - "issue:43723", - "issue:43824", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", "issue:43976", - "issue:44162", - "issue:44242", - "issue:44246", - "issue:44295", - "issue:44297", - "issue:44336", - "issue:44373", - "issue:44485", + "issue:44038", + "issue:44222", + "issue:44351", "issue:44496", - "issue:44589", - "issue:44871", - "issue:45003", - "issue:45072", - "issue:45083", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", "issue:45103", - "issue:45362", - "issue:45397", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", "issue:45561", - "issue:45563", - "issue:45588", "issue:45593", - "issue:46291", - "issue:46399", - "issue:46506", - "issue:46614", - "issue:46655", - "issue:46665", - "issue:46726", - "issue:46752", - "issue:46821", - "issue:46829", - "issue:46851", - "issue:47145", - "issue:47176", - "issue:47177", - "issue:47217", - "issue:47312", - "issue:47333" + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" ], "soft_pairs": [ - "issue:43824|issue:43976", - "issue:44589|issue:45362", - "issue:44336|issue:44373", - "issue:47176|issue:47177", - "issue:43723|issue:44162", - "issue:45362|issue:47333", - "issue:45083|issue:46851", - "issue:44297|issue:45397", - "issue:44246|issue:44496", - "issue:44871|issue:47145", - "issue:42617|issue:43976", - "issue:46291|issue:46399", - "issue:46399|issue:46851", - "issue:46655|issue:46726", - "issue:45003|issue:47217", - "issue:42491|issue:43299", - "issue:45072|issue:46829", - "issue:43526|issue:45003", - "issue:45103|issue:46399", - "issue:43540|issue:46752", - "issue:45588|issue:46851", - "issue:44295|issue:45397", - "issue:45561|issue:45563", - "issue:46614|issue:46665", - "issue:45003|issue:46821", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:43550|issue:46506", - "issue:44242|issue:45593", - "issue:43540|issue:46655", - "issue:42915|issue:47312" + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:43278|issue:45137", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:43232|issue:44792", + "issue:44222|issue:45310", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:42831|issue:44222", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42673|issue:43704", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" ], - "prepared_review_unit_hash": "7468fcac9d6f92f88879a776830a13d8dbbbb4f6ce1a38cabe87e46509216368", + "prepared_review_unit_hash": "b7d1837352f44bc5cd29175218752937574eba59628433e300eb1183742aed12", "component_budget": { "node_count": 528, "item_count": 528, @@ -13826,217 +14269,214 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36839, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive similarity cluster: the issues span unrelated bugs across loading, kernels, tokenizers, vision/video processors, security, and misc utilities. I don\u2019t see any pair that is the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43824 is the strongest representative because it has the most discussion/inbound attention and describes a concrete, broadly impactful transformers v5 loading regression.", + "summary": "Only one clear duplicate pair stands out: issue:42673 and issue:43704 describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads. The other soft pairs are only loosely related by subsystem or symptom and should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is earlier and has more discussion activity than issue:43704, and both report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the clearest cluster anchor: specific, user-facing, and broadly relevant to the v5 API breakage theme, while most others are narrower or unrelated.", + "best_issue_reason": "issue:42673 is the strongest representative of the cluster: it matches the duplicate title, predates issue:43704, and has the fuller discussion thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Different problems: Qwen2.5-VL import/export regression vs Python version compatibility failure." + "reason": "Both are Transformers issues, but they cover different bugs: TF32 settings versus old InternVL2 meta-init incompatibility." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Unrelated: float8 storage deserialization error vs Qwen3.5 chat crash." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different failure modes." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different scope: ANSI coloring in loading_report vs a docstring typo for position_ids." + "reason": "Both are import errors, but for different symbols and different root causes." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Both security-related, but distinct bugs: shell command substitution bypass vs tar/zip path traversal RCE." + "reason": "Tokenizer model registration failure and a hub CLI completion regression are unrelated." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Unrelated tokenizer loading issue vs ESM2 model breakage." + "reason": "These are separate utility crashes with different code paths and causes." }, { - "left": "issue:45362", - "right": "issue:47333", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different code paths: Qwen3.5 chat crash vs disk-offload save failure for Qwen3-30B-A3B." + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both Qwen-family, but one is a feature-extractor length helper bug and the other is variable-length position_ids handling." + "reason": "BF16/FP32 dtype drift and a DeepSpeed deque underflow are unrelated bugs." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer metadata mismatch vs gemma-4 zero3/from_pretrained failure; not the same defect." + "reason": "A tokenizer roundtrip issue and an image-text-to-text pipeline failure are not the same bug." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Import performance regression vs unrecognized-model/config.json loading error." + "reason": "CUDA AMP loss crash and docstring lint stdout noise are unrelated." }, { - "left": "issue:44871", - "right": "issue:47145", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Different checkpoint/config issues: eos_token_id mismatch vs missing FP8 weight_scale application." + "reason": "D-FINE auxiliary-loss logic and auto_docstring logging are separate areas." }, { - "left": "issue:42617", - "right": "issue:43976", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "3d_parallel.py runtime issue is unrelated to Python 3.9/3.10 support." + "reason": "Different missing imports from different modules; not the same export bug." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Kernel package import/versioning failure vs Qwen3.5 rotary registration error; different failures." + "reason": "Both involve Qwen3 MoE, but they describe different compatibility and from_pretrained failures." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Both Qwen3.5-related, but one is kernel registration/import error and the other is position_ids/variable-length behavior." + "reason": "Pipeline parallelism corruption and a specific-image infinite loop are distinct behaviors." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Video padding bug in SmolVLM vs missing vision-backend handling in AutoProcessor." + "reason": "Generation-kwargs sync behavior and a Janus image-generation test failure do not share a concrete code path." }, { - "left": "issue:45003", - "right": "issue:47217", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "sys.modules access safety bug vs VL image-placeholder parsing failure." + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained errors are different failure mechanisms." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Both involve Qwen3 MoE on v5, but one is LoRA compatibility across hf4.x/hf5.x and the other is base-model loading for Qwen3VL MoE." + "reason": "A pytest-xdist race and a hub CLI completion break are unrelated." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Unrelated: dtype mismatch in inference vs incorrect hidden_states field in output object." + "reason": "TensorFlow backend packaging and a nonexistent import from image_utils are separate issues." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "BEiT image processor label reduction bug vs unsafe sys.modules access; no shared code path." + "reason": "Qwen3.5 recurrent-state reset and a DeepSpeed host-sync concern are unrelated." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Auto-docstring annotation crash is unrelated to kernel registration error." + "reason": "FineGrainedFP8 accuracy regression and FP8 MoE save_pretrained differ in symptom and path." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs empty-list chat template IndexError." + "reason": "A PEFT version pin and docstring lint output are completely unrelated." }, { - "left": "issue:45588", - "right": "issue:46851", - "accept": false, - "reason": "Flash-attention sinkless-model crash vs Qwen3.5 variable-length position_ids bug." - }, - { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Buffer access error for position_ids vs gemma-4 zero3 loading issue; different symptoms and likely causes." + "reason": "MLflow reporting after failed training and an Adafactor OOM are different training failures." }, { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "xdist file-write race vs stale warning in paged generate; unrelated." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak scenario with multiple dataloader threads; clear duplicate." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Stateful phonemizer language bug vs from_pretrained behavior inside Python classes; not the same issue." + "reason": "Missing TensorFlow backend in extras install and dummy class cleanup are unrelated packaging issues." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." + "reason": "Tokenizer cleanup spacing changes and add_special_tokens BOS/EOS behavior are different bugs." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Import slowdown and Gemma eos_token configuration mismatch are different regressions." + "reason": "Both are import failures, but they concern different missing exports and different packages." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "ANSI-code emission bug vs GLM-5 RoPE implementation discussion." + "reason": "Python version compatibility and a missing image_utils import are unrelated." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Different subsystems and failures: torch.compile+SDPA in Bamba vs CPU/CUDA result mismatch in PPDocLayoutV3." + "reason": "Model config recognition and a pytest-xdist race are separate problems." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Auxiliary-loss gating bugs in different models with different conditions; not the same concrete change." + "reason": "A loading hang in Sentence Transformers and embedding reinitialization are different failures." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Different multimodal bugs: Qwen3OmniMoe video input error vs SmolVLM video padding calculation." + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same issue." }, { - "left": "issue:42915", - "right": "issue:47312", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to kernels 0.16 incompatibility." + "reason": "Offline Mistral regex patch crash and tokenizer thread-safety regression are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the canonical_issue_reason overstates the evidence. The packet supports that issue:42673 is earlier and has more discussion than issue:43704, but it does not support \u201csubstantially more discussion and inbound references\u201d because both items show 0 inbound references. The rest of the summary is conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14044,95 +14484,96 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 46, + "review_unit_index": 50, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:36246", - "issue:41950", - "issue:42757", - "issue:42886", - "issue:43257", + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", "issue:43295", - "issue:43352", - "issue:43475", - "issue:43596", - "issue:43901", - "issue:44038", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", "issue:44060", - "issue:44077", - "issue:44162", - "issue:44220", - "issue:44242", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", "issue:44295", - "issue:44351", - "issue:44451", - "issue:44466", - "issue:44479", + "issue:44297", + "issue:44448", + "issue:44568", "issue:44623", - "issue:44749", + "issue:44734", "issue:44779", - "issue:44857", - "issue:44877", - "issue:44987", - "issue:45003", - "issue:45137", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", "issue:45200", - "issue:45250", - "issue:45292", - "issue:45335", - "issue:45375", - "issue:45459", - "issue:45561", + "issue:45310", + "issue:45405", "issue:45600", - "issue:45701", - "issue:45759", - "issue:46132", - "issue:46170", - "issue:46369", - "issue:46506", - "issue:46655", - "issue:46726", - "issue:46752", - "issue:47217", - "issue:47321" + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" ], "soft_pairs": [ - "issue:42886|issue:46132", - "issue:41950|issue:44220", - "issue:44779|issue:45292", - "issue:46726|issue:47217", - "issue:43901|issue:45003", - "issue:43257|issue:45137", - "issue:36246|issue:43596", - "issue:44479|issue:46655", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:45375|issue:45759", - "issue:44451|issue:46752", - "issue:45292|issue:45701", - "issue:44295|issue:44749", - "issue:44162|issue:45200", - "issue:43295|issue:45292", - "issue:43352|issue:45250", - "issue:45137|issue:45600", - "issue:44466|issue:45335", - "issue:46170|issue:47321", - "issue:44060|issue:44077", - "issue:45003|issue:45561", - "issue:43475|issue:46369", - "issue:44877|issue:45375", - "issue:44623|issue:46726", - "issue:44987|issue:45459", - "issue:44038|issue:46506", - "issue:44242|issue:44857" + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:46077|issue:46123", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:44222|issue:44297" ], - "prepared_review_unit_hash": "70800eac88f4aad8c8aea07c36e900b24f2c617883f997de7cce09f39fdc012d", + "prepared_review_unit_hash": "2e126918411242f6c34a48c12be3d1ba56b54d8fcbce77a70a81337e6edc1bb3", "component_budget": { "node_count": 528, "item_count": 528, @@ -14144,190 +14585,196 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35954, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "soft_pair_count": 29, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: all soft-similarity pairs are false positives, with only broad overlap in model families, versions, or subsystems. No single canonical duplicate issue/PR stands out.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The suggested pairs are mostly theme-level similarities rather than true duplicates; none look safe to merge as the same underlying bug/change. No PRs are present. The strongest standalone issue is the broad, high-impact Granite tokenizer regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the best anchor: it describes a broad, silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is more central than narrow single-model or documentation-only reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45812 has the clearest combination of scope, severity, and reuse value as a reference point for related tokenizer regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Different problem domains: offline cache loading vs attention registry behavior." + "reason": "Both are model-output bugs, but they hit different code paths: multimodal config initialization vs. ImageClassifierOutput field assignment." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Unrelated pipeline/image-processor routing issue vs audio feature extraction bug." + "reason": "Both involve v5 tokenizer behavior changes, but one is about clean_up_tokenization_spaces while the other is a Granite token-ID regression." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Tokenizer correctness regression vs embedding resize not propagating; different code paths." + "reason": "Different failures: LayoutLMv2Tokenizer NER/padding crash versus tokenizer thread-safety regression." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Processor backend-missing error vs VL placeholder-in-text failure; not the same bug." + "reason": "One is missing files from processor.save_pretrained, the other is a from_pretrained load error for Qwen3.5 MoE." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Docs mismatch for a pipeline API vs unsafe sys.modules access in modeling_utils." + "reason": "Both mention performance/multi-threaded usage, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context performance regression." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is ZeRO3 init deque crash." + "reason": "Both are broken docs examples, but they are unrelated examples with different root causes and model families." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "ImportError for a Qwen image processor vs BertModel/ZeRO3 index error; different failures." + "reason": "Generic tokenizer loading trouble is not the same bug as mDeBERTa not adding BOS/EOS with add_special_tokens=True." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "Both mention video processing, but the affected models and likely bug locations differ." + "reason": "Repository CI breakage from stale config references is unrelated to a huggingface_hub CLI compatibility failure." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Different missing-import failures from different packages and root causes." + "reason": "Notebook syntax error and documentation parameter-name mismatch are both docs issues, but not the same artifact or bug." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Different missing-import targets; no shared code-path evidence." + "reason": "Different multimodal/text generation bugs: config default handling versus Whisper word-timestamp decoding crash." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both touch Qwen multimodal config handling, but one is a strict-field drop and the other is text_config unwrapping." + "reason": "The former is config initialization, the latter is a generic ModelOutput key-assignment bug." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Model loading failure vs empty-list chat template IndexError; unrelated." + "reason": "Both involve attention/pipeline behavior, but one is Gemma4 mask construction and the other is batch-finalization logic in MaskGenerationPipeline." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "Embedding resize bug vs tokenization changes; different behaviors and layers." + "reason": "Thread-related symptoms alone are insufficient; a VRAM leak is not the same as tokenizer thread unsafety." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Registering position_ids as buffer vs performance regression after upgrade; not the same bug." + "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "ESM2 model breakage vs Gemma 4 token-type defaulting; different model-specific issues." + "reason": "MLflow job-state reporting and Llama model loading are unrelated." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Processor.tokenizer regression vs embedding resize propagation; no concrete overlap." + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Generic Flash Attention support request vs model-specific unsupported FA2 error." + "reason": "Both are Qwen-family issues, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "ZeRO3 init crash vs auto_mappings stale config references; different code paths." + "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility for custom code." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Serialization of tied weights vs resize_token_embeddings not updating decoder embeddings." + "reason": "Different tokenizer regressions: one changes cleanup-space behavior, the other changes Pegasus summarization output between major versions." }, { - "left": "issue:46170", - "right": "issue:47321", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Windows/ROCm distributed import issue vs AMD quark class update; unrelated." + "reason": "Failed training-job reporting is not the same as a custom trainer signature mismatch." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; different model logic." + "reason": "Different multimodal loading issues: missing image-processor method versus remote-code checkpoint meta-init incompatibility." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Unsafe sys.modules access vs xdist race in testing utils; unrelated." + "reason": "A buffer-reading error for position_ids is unrelated to double optimizer-step calls under deepspeed." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "SAM3 video encoder attribute error vs SAM3 LiteText memory overflow; different failures." + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Strict config loading failure for granite_speech vs missing field in Qwen vision config." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors with different causes." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "save_pretrained missing files vs AutoProcessor backend-unavailable load error; different lifecycle stages." + "reason": "KV-cache continuation indexing in serving is unrelated to the auto_docstring annotation crash." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Model loading regression for a specific repo vs protobuf-related tokenizer exception masking." + "reason": "Classification script empty outputs and local dataset loading failure are different example-script issues." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Qwen3-VL-Moe regression vs CPU/CUDA output mismatch in PPDocLayoutV3; unrelated." + "reason": "Optimizer args being ignored is not the same as a documentation parameter-name typo." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Router-loss omission bug vs AMP/CUDA image-loss crash; different components." + "reason": "A minimum PEFT version bump and leftover dummy classes causing CI failure are unrelated maintenance issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one concerns FP8 MoE saving and the other tokenizer metadata naming." } ] }, @@ -14342,93 +14789,98 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 47, + "review_unit_index": 51, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:29870", - "issue:30333", - "issue:42199", - "issue:42886", - "issue:42994", - "issue:43065", - "issue:43408", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", "issue:43475", - "issue:43540", - "issue:43653", + "issue:43479", + "issue:43504", + "issue:43644", "issue:43723", - "issue:43906", - "issue:43931", - "issue:44162", - "issue:44188", - "issue:44361", - "issue:44368", - "issue:44479", - "issue:44483", - "issue:44749", - "issue:44877", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", "issue:44977", - "issue:44995", - "issue:45103", - "issue:45200", - "issue:45229", - "issue:45397", - "issue:45412", - "issue:45563", - "issue:45588", - "issue:45593", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", "issue:45656", - "issue:45685", - "issue:45987", + "issue:45712", + "issue:45834", + "issue:46050", "issue:46082", - "issue:46123", "issue:46132", - "issue:46170", - "issue:46202", - "issue:46421", + "issue:46209", + "issue:46305", + "issue:46424", "issue:46431", - "issue:46710", - "issue:46851", - "issue:46858", - "issue:47068", - "issue:47145", - "issue:47312" + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" ], "soft_pairs": [ - "issue:44995|issue:45200", - "issue:44479|issue:46170", - "issue:29870|issue:30333", - "issue:45397|issue:45656", - "issue:44877|issue:46170", - "issue:44368|issue:44977", - "issue:42199|issue:46851", - "issue:44995|issue:45588", - "issue:43653|issue:44162", - "issue:43475|issue:43540", - "issue:45685|issue:46431", - "issue:45412|issue:46123", - "issue:42886|issue:45229", - "issue:42994|issue:47312", - "issue:43723|issue:46710", - "issue:43065|issue:43408", - "issue:44188|issue:46202", - "issue:43931|issue:44368", - "issue:45987|issue:46082", - "issue:43906|issue:46202", - "issue:44368|issue:45563", - "issue:44483|issue:46202", - "issue:46132|issue:47145", - "issue:44188|issue:46421", - "issue:44361|issue:44749", - "issue:45593|issue:47068", - "issue:45103|issue:46858" + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:41628|issue:42757", + "issue:43122|issue:46209", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:43232|issue:47276", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:30990|issue:38175", + "issue:44295|issue:44623", + "issue:44327|issue:47059", + "issue:44263|issue:44373", + "issue:43475|issue:46305", + "issue:43232|issue:46424", + "issue:45092|issue:45357", + "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "8696dc009c0b6734843a0aee07d288096f1cf8df2334f35f303ea45bb4c58922", + "prepared_review_unit_hash": "31ef825c31daf5fa2bdc2a85a9036c18d5b755a22c24b42eed83fe263da50f6a", "component_budget": { "node_count": 528, "item_count": 528, @@ -14438,186 +14890,210 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35370, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a fuzzy-similarity false positive: the issues span unrelated models, subsystems, and failure modes. None of the soft pairs look like the same underlying bug, and there is no clear canonical duplicate hub.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the soft links are all cross-topic false positives.", + "summary": "This cluster is highly heterogeneous and does not contain any clear duplicate issues or PRs; the soft pairs are mostly superficial theme matches within transformers internals.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46082 is the most self-contained and concrete bug report in the set, with a clear repro and narrow scope; there is no stronger duplicate cluster to anchor on.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a good global representative for deduplication since the items are unrelated rather than alternate reports of one bug.", + "best_issue_reason": "issue:46082 is the best representative issue overall because it describes a specific, actionable regression rather than a broad or speculative symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 text-only fine-tuning mm_token_type_ids handling." + "reason": "Different code paths: Pegasus output regression vs AttentionInterface registration semantics." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Unrelated: video-input regression in Qwen VL models vs Windows/ROCm import failure from torch.distributed dependency." + "reason": "Tokenizer BPE marker handling and tokenizer import/loading failure are unrelated bugs." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Different domains: BART generate() UnboundLocalError vs MLflow job status reporting after failed training." + "reason": "Tokenizer save_pretrained metadata issue vs optimizer stepping twice; no shared underlying defect." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Both mention Deepspeed, but one is Gemma-4 from_pretrained loading and the other is an optimizer-step double-call bug." + "reason": "FP8 accuracy problem and processor.save_pretrained missing files are separate concerns." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Different subsystems: strict config loading for granite_speech vs a Windows ROCm import/type error." + "reason": "Multimodal config initialization bug vs non-persistent buffer junk; different failure modes." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Same model family, but not the same bug: a harmless tie_word_embeddings warning vs a flash-attention generation failure." + "reason": "Import re-export issue and dummy class cleanup are not the same bug." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Completely different models and failures: DETR cardinality logic vs Qwen3.5 variable-length position_ids behavior." + "reason": "Category-count runtime limit is unrelated to AttentionInterface behavior changes." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Both are crashes, but they affect different code paths and models: stale indexer cache vs flash_attention.py s_aux=None handling." + "reason": "FP8 moe save_pretrained issue vs processor file-saving issue; different artifacts and fixes." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Different models and symptoms: BigBirdTokenizer special-token registration vs ESM2 being broken." + "reason": "FP8 inference failure on B200 and missing chat template support are unrelated." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Unrelated: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." + "reason": "Docstring correction and GLM-5 RoPE implementation bug are not the same change." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "No shared bug: an MPS histogram/int issue vs apply_chat_template requiring a chat template." + "reason": "Tokenizer class serialization mismatch vs Qwen3.5 MoE from_pretrained error; distinct defects." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Different problems: RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch result dropping." + "reason": "Tokenizer loading/import issue vs flash-attention generation regression; no common code-path." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Unrelated: offline tokenizer cache loading vs Gemma 4 multi-GPU inference CUDA OOM." + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate missing-symbol issues." }, { - "left": "issue:42994", - "right": "issue:47312", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Different issues: quantized model saving failure vs kernels 0.16 incompatibility." + "reason": "Version-to-version tokenization drift is unrelated to FP8 inference on B200." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "Different symptoms and scope: AutoTokenizer loading in v5 vs an accuracy regression after upgrading Transformers." + "reason": "BEiT preset loading and CLI completion attribute failure are unrelated subsystems." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Same project area, but not the same bug: dummy Conv2d in Sam3PixelDecoder vs a model-type warning for sam3_video/sam3_tracker." + "reason": "Stale phonemizer backend state vs Gemma4 quantized dtype casting; no shared bug." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43232", + "right": "issue:47276", "accept": false, - "reason": "Unrelated: torch.compile branching in attention kernels vs Gemma pipeline roundtrip failure on \u2581." + "reason": "Generation sync_gpus bug and warning-message wording are different issues." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Different failures: Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." + "reason": "DSA indexer activation discussion vs Minimax numerical-difference report; not the same defect." }, { - "left": "issue:45987", + "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Distinct bugs: StaticCache returning a tensor instead of int vs LlamaConfig rejecting incompatible head_dim." + "reason": "PretrainedConfig typing regression and LlamaConfig head_dim validation are separate API problems." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "No clear overlap: an isolated reproduction of another issue vs Gemma pipeline roundtrip tokenization failure." + "reason": "FP8 save/load bug vs a question about default shard size; unrelated." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Both are generation-related warnings, but one is a Qwen3.5 fine-tuning config warning and the other is a stale paged-generate warning." + "reason": "Local dataset loading and LlamaConfig head_dim validation do not share a code path." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Different areas: /v1/chat/completions request rejection vs Gemma token roundtrip failure." + "reason": "Generation kwarg update bug vs Kosmos2.5 OCR index error; different models and failures." }, { - "left": "issue:46132", - "right": "issue:47145", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Unrelated: AttentionInterface.register altering registered functions vs FP8 checkpoint weight_scale not applied." + "reason": "torch.split return handling in GlmMoeDsaIndexer and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Both involve cache/compile wording, but one is attention-kernel divergence and the other is lazy cache init causing recompilation." + "reason": "Sentence Transformers load hang and siglip2 zero probabilities are different model-specific problems." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Different bugs: MLLukeTokenizer AttributeError vs a performance regression after upgrading Transformers." + "reason": "position_ids buffer access error vs processor.save_pretrained file omission; no overlap." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "Unrelated: D-FINE auxiliary-loss behavior vs a host synchronization concern from a CUDA tensor conditional." + "reason": "QA top-k bounds error and CLI completion attribute error are unrelated." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Different code paths: auto_docstring annotations crash vs cache.get_seq_length() device-tensor arithmetic breakage." + "reason": "Actual tensor split bug vs docstring-only issue; not duplicate." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video attribute missing and MoonshineStreaming off-by-one are different model bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation state update bug and cache length configuration bug are separate code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 save_pretrained key regression are distinct." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and sinq save/load break are different quantization issues." } ] }, @@ -14632,94 +15108,96 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 48, + "review_unit_index": 52, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:28282", - "issue:30990", - "issue:39692", + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", "issue:41628", - "issue:43065", - "issue:43232", - "issue:43475", - "issue:43643", - "issue:43646", - "issue:43673", - "issue:43701", - "issue:43723", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", "issue:43784", - "issue:43994", + "issue:43824", + "issue:43986", "issue:44038", - "issue:44162", + "issue:44060", "issue:44188", - "issue:44297", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", "issue:44373", - "issue:44623", - "issue:44749", - "issue:44869", - "issue:44871", - "issue:44933", + "issue:44483", + "issue:44568", + "issue:44829", "issue:44964", - "issue:45137", - "issue:45230", + "issue:45092", "issue:45310", - "issue:45356", - "issue:45375", - "issue:45397", - "issue:45478", - "issue:45561", - "issue:45656", - "issue:46123", - "issue:46132", - "issue:46326", - "issue:46399", - "issue:46463", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", "issue:46726", - "issue:46752", - "issue:46821", - "issue:46851", - "issue:46877", - "issue:47000", - "issue:47020", + "issue:46909", + "issue:47059", "issue:47217" ], "soft_pairs": [ - "issue:46752|issue:47020", - "issue:43994|issue:46726", - "issue:43701|issue:44749", - "issue:44749|issue:45656", - "issue:44297|issue:44623", - "issue:43065|issue:46123", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:43475|issue:43643", - "issue:43475|issue:46821", - "issue:43784|issue:46399", - "issue:44964|issue:45137", - "issue:44373|issue:46851", - "issue:39692|issue:46726", - "issue:44188|issue:46851", - "issue:28282|issue:30990", - "issue:44871|issue:46132", - "issue:46463|issue:46877", - "issue:45561|issue:47217", - "issue:45375|issue:45478", - "issue:45230|issue:45397", - "issue:43723|issue:46326", - "issue:46877|issue:47000", - "issue:44038|issue:44623", - "issue:43232|issue:43673", - "issue:44869|issue:45356", - "issue:45310|issue:45375", - "issue:41628|issue:44933" + "issue:44279|issue:46328", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:43986|issue:46726", + "issue:44263|issue:44360", + "issue:22355|issue:27957", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:41628|issue:43824", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:43576|issue:43784", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:43644|issue:46305", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:39379|issue:46172", + "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "ab6ae3dab73d1196dadbcb00541730c5a93b26c7c57f63c423377f5c25037f72", + "prepared_review_unit_hash": "bd9e27ba4aeee25b6ff4b2c61ba13c460aa03c1202db35a57cb4f2a2b219da7b", "component_budget": { "node_count": 528, "item_count": 528, @@ -14729,199 +15207,208 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35272, - "estimated_input_tokens": 8818, - "estimated_eval_tokens": 17892 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of Transformers regressions across generation, tokenization, vision, save/load, and docs; the soft pairs share superficial wording but not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s dominant theme: Transformers 5.0 breaking model initialization/loading paths. It is more central and general than the other, narrower model-specific or API-specific regressions.", + "summary": "This cluster is mostly a grab bag of unrelated tokenizer, model-loading, processor, and accuracy bugs. The only plausible duplicate edge is the AutoProcessor/vision-backend missing-dependency crash pair; everything else appears to be separate issues.", + "confidence": 0.8, + "canonical_issue_reason": "issue:46726 is the broadest and most general report in the only plausible duplicate subcluster, covering AutoProcessor behavior when the required vision backend is missing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it captures the widest cross-cutting regression class, while the rest are mostly specific manifestations or unrelated failures.", + "best_issue_reason": "issue:46726 best represents the cluster\u2019s only coherent bug theme and is phrased at the right abstraction level for a canonical tracker issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Empty-chat-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer bugs on different code paths." + "reason": "Different bugs: a vague dependency issue vs. a performance problem in SequenceFeatureExtractor.pad." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-behavior bug; AutoProcessor 'Unrecognized image processor' is a missing-backend/loading error." + "reason": "Unrelated domains: sam3-litetext memory overflow vs. a broken DIA documentation example." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "resume_from_checkpoint key mismatch and the Chinese performance regression after upgrade are unrelated failures." + "reason": "Both involve video processing, but the off-by-one mask bug and the SmolVLM padding bug are distinct code paths." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is missing; same underlying missing-dependency handling bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "A data-filtering slowdown and a DeepSpeed optimizer-step duplication bug are different problems." + "reason": "Same DSA indexer area, but one is about torch.split return values and the other about a missing ReLU; not the same bug." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "tokenizer.save_pretrained tokenizer_class mismatch and processor.save_pretrained missing files are similar APIs but distinct save-format bugs." + "reason": "Completely unrelated: missing transformers.onnx module vs. XLMRoberta Flash Attention 2 behavior." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated model vs pipeline bugs." + "reason": "Different problems: FineGrainedFP8 accuracy vs. Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Generic custom-model initialization breakage and the ESM2-specific regression are not the same code-path or model family." + "reason": "Both are sequence/vision indexing issues, but they affect different models and different calculations." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Processor save_pretrained file emission and DeepSpeed optimizer-step behavior are unrelated." + "reason": "Both mention sam3, but one is a model-type warning and the other is missing text encoder weights." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Missing Sam3VisionEncoderOutput field and AutoConfig trust_remote_code field loss are both missing-field symptoms, but in different objects and APIs." + "reason": "Both are import errors, but for different symbols and likely different registration/load paths." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Sam3 vision encoder output attribute error and TimesFM window_size AttributeError involve different models and code paths." + "reason": "Different failures: chat/completions request rejection vs. Gemma4Processor missing _tokenizer." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Sentence-transformers import NameError for nn and Qwen3.5 kernel registration ValueError are unrelated import/runtime bugs." + "reason": "Different root causes: missing rms_norm_eps in MLA q_a_layernorm vs. meta-init incompatibility for InternVL2 checkpoints." }, { "left": "issue:44964", - "right": "issue:45137", + "right": "issue:47059", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different subsystems and failure modes." + "reason": "Completely unrelated: Phi-4 multimodal loading vs. a huggingface_hub CLI completion regression." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "A docstring typo for position_ids is not the same as a runtime variable-length input bug in Qwen3.5." + "reason": "No concrete shared bug: one is a FineGrainedFP8 accuracy issue, the other a Qwen3-VL-Moe load/error report." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "SigLIP2 documentation example errors and AutoProcessor missing-vision-backend handling are different kinds of issues." + "reason": "Different symptoms and causes: flash_attention_3 degenerate training vs. NaNs after checkout/init." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids behavior are different bugs." + "reason": "Unrelated CLI breakage vs. a sentence-transformers import NameError." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Missing PyTorch ImportError and sentence-transformers getting stuck loading are distinct startup problems." + "reason": "Different tokenizer topics: missing onnx module import vs. added-token spacing regression." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "Different bug classes: attention-kernel divergence under torch.compile vs. a wrong docstring." }, { - "left": "issue:46463", - "right": "issue:46877", - "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring stdout spam are different issues in unrelated utilities." + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: import-time NameError vs. auto_mappings.py referencing removed configs." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are unrelated." + "reason": "No shared underlying bug; one is an accuracy issue, the other an infinite loop on a specific image." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig and a broad Qwen3.5 Moe from_pretrained error are too unspecific to treat as the same bug." + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (offset mapping vs. BOS/EOS insertion)." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." + "reason": "Both are model-architecture/configuration reports, but about different models and different mistakes." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:43986", + "right": "issue:47217", "accept": false, - "reason": "AutoTokenizer.from_pretrained failure in v5 and continue_final_message for mistral_common are different tokenizer paths." + "reason": "Both involve vision inputs, but one is missing-backend crash handling and the other is image-placeholder placement in user text." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost-matrix crash are unrelated." + "reason": "Tokenizer-related, but one is BPE marker handling and the other is a broader version-to-version tokenization change." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files do not describe the same underlying defect." + "reason": "Unrelated: non-persistent buffer initialization junk vs. a streaming mask off-by-one." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "sync_gpus generation kwargs update and chunked_prefill cache absence are both generation-related but not the same concrete bug." + "reason": "Different bugs: offline cache loading failure vs. quantized model saving failure." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer failures." + "reason": "Both are tokenizer regressions, but one is offline cache loading and the other is decoder-type selection in v5." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "A broad Qwen3.5 Moe from_pretrained error and a specific missing-config-field issue are not clearly the same underlying defect." + "reason": "Different model internals: mllama mask handling vs. deepseek-v4 tensor transpose/cast behavior." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "AutoImageProcessor import failure and a nonexistent image_utils import are different import errors with different symbols." + "reason": "Same sam3 family only at a very high level; a model-type warning is not the same as a memory overflow." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays close to the packet, and the lone accepted soft edge (43986 \u2194 46726) is a conservative same-bug call. The other verdicts are mostly cautious rejections and do not overstate duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14929,96 +15416,98 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 49, + "review_unit_index": 53, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:30333", + "issue:22355", + "issue:27957", + "issue:29159", "issue:30990", - "issue:33290", - "issue:35141", - "issue:36010", + "issue:33357", + "issue:39401", "issue:41628", - "issue:42175", "issue:42371", - "issue:42673", - "issue:42831", - "issue:42898", - "issue:43232", - "issue:43278", - "issue:43704", - "issue:43784", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", "issue:43824", - "issue:43873", + "issue:43937", "issue:43976", "issue:44038", - "issue:44222", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", "issue:44351", - "issue:44496", - "issue:44568", - "issue:44661", - "issue:44743", - "issue:44792", - "issue:44843", - "issue:44857", - "issue:44933", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", "issue:44945", - "issue:45081", - "issue:45092", - "issue:45103", - "issue:45137", - "issue:45310", - "issue:45405", - "issue:45406", - "issue:45561", - "issue:45593", - "issue:45712", - "issue:45753", - "issue:46202", - "issue:46701", - "issue:46877", - "issue:47059", - "issue:47068", - "issue:47085" + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" ], "soft_pairs": [ - "issue:42371|issue:45092", - "issue:43873|issue:44945", - "issue:36010|issue:41628", - "issue:44661|issue:47059", - "issue:45081|issue:45103", - "issue:45406|issue:46202", - "issue:43278|issue:45137", - "issue:46202|issue:46701", - "issue:44857|issue:46877", - "issue:45593|issue:46877", - "issue:41628|issue:44351", - "issue:44038|issue:45310", - "issue:44945|issue:45753", - "issue:43232|issue:44792", - "issue:44222|issue:45310", - "issue:45561|issue:47059", - "issue:42175|issue:44933", - "issue:44743|issue:47068", - "issue:42831|issue:44222", - "issue:45405|issue:46877", - "issue:30333|issue:33290", - "issue:42673|issue:43704", - "issue:42175|issue:45712", - "issue:42898|issue:44568", - "issue:43784|issue:43824", - "issue:43976|issue:44933", - "issue:44496|issue:45561", - "issue:30990|issue:35141", - "issue:44568|issue:47085", - "issue:44843|issue:47085" + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43976|issue:44945", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:46172|issue:46762", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "b7d1837352f44bc5cd29175218752937574eba59628433e300eb1183742aed12", + "prepared_review_unit_hash": "385ea26dcf98af3769a696ca00bd4cbde2f40a765e75d13a4c49d7fda972ec88", "component_budget": { "node_count": 528, "item_count": 528, @@ -15028,213 +15517,219 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36083, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36577, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one clear duplicate pair stands out: issue:42673 and issue:43704 describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads. The other soft pairs are only loosely related by subsystem or symptom and should remain separate.", - "confidence": 0.97, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is earlier and has more discussion activity than issue:43704, and both report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", + "summary": "Mostly a mixed bag of unrelated Transformers issues across imports, tokenization, multimodal/video, and model-specific regressions. The only clearly related soft edge is a specific missing import fitting a broader import-regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue here: it describes a general import-regression after upgrading, which best matches the one plausible duplicate subtheme in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative of the cluster: it matches the duplicate title, predates issue:43704, and has the fuller discussion thread.", + "best_issue_reason": "issue:45278 is the best standalone issue because it is the most general, likely to subsume related import failures, and describes the clearest cross-cutting regression pattern in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Both are Transformers issues, but they cover different bugs: TF32 settings versus old InternVL2 meta-init incompatibility." + "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad Transformers upgrade regression; not the same underlying bug." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different failure modes." + "reason": "Different problems: Flash Attention 2 support for XLM-Roberta vs a loading hang in Sentence Transformers." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Tokenizer model registration failure and a hub CLI completion regression are unrelated." + "reason": "Qwen2.5-VL video position-id bug is unrelated to a broken DIA documentation example." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "These are separate utility crashes with different code paths and causes." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to documentation issues." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure." + "reason": "Both are loading/runtime failures, but one is a Sentence Transformers hang and the other is a MacOS bus error on a community CLIP model; too different to merge." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "BF16/FP32 dtype drift and a DeepSpeed deque underflow are unrelated bugs." + "reason": "One is a buffer/position_ids read error; the other is tokenizer_class metadata mismatch on save_pretrained. Different bugs." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "A tokenizer roundtrip issue and an image-text-to-text pipeline failure are not the same bug." + "reason": "Dequantized save failure for Ministrals/Devstrals and inability to load Phi-4 multimodal are unrelated model-specific issues." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "CUDA AMP loss crash and docstring lint stdout noise are unrelated." + "reason": "Undefined multimodal-token helpers in video code and CLI tests failing with huggingface_hub 1.22.0 are unrelated." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "D-FINE auxiliary-loss logic and auto_docstring logging are separate areas." + "reason": "Python-version compatibility issue and pipeline-parallelism output corruption are unrelated." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Different missing imports from different modules; not the same export bug." + "reason": "Both involve tokenizer behavior, but one is a version-to-version tokenization change and the other is a continue_final_message bug in mistral_common tokenizers; not the same bug." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Both involve Qwen3 MoE, but they describe different compatibility and from_pretrained failures." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Pipeline parallelism corruption and a specific-image infinite loop are distinct behaviors." + "reason": "Save/dequantization failure and pipeline-parallelism wrong output are different regressions." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Generation-kwargs sync behavior and a Janus image-generation test failure do not share a concrete code path." + "reason": "Wrong offset_mapping for Qwen3 tokenizer and a separate model loading failure are not the same issue." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained errors are different failure mechanisms." + "reason": "Tokenizer offset_mapping bug and all-zero assistant_masks in multimodal chat templating are different code paths." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:41628", + "right": "issue:45278", + "accept": true, + "reason": "This specific missing import fits the broader post-upgrade import-regression described by issue:45278, so they likely share the same underlying release break." + }, + { + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "A pytest-xdist race and a hub CLI completion break are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained-related bugs." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "TensorFlow backend packaging and a nonexistent import from image_utils are separate issues." + "reason": "TF32 API guidance and a GlmMoeDsaIndexer torch.split issue are unrelated." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and a DeepSpeed host-sync concern are unrelated." + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 MoE save_pretrained differ in symptom and path." + "reason": "Different model families and different bugs: save/dequantization failure vs invalid GenerationConfig." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "A PEFT version pin and docstring lint output are completely unrelated." + "reason": "Tokenizer version drift and multimodal assistant_mask generation are not the same underlying defect." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "MLflow reporting after failed training and an Adafactor OOM are different training failures." + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak scenario with multiple dataloader threads; clear duplicate." + "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; not the same bug." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Missing TensorFlow backend in extras install and dummy class cleanup are unrelated packaging issues." + "reason": "Dequantized save failure and gguf_file loader breakage are different issues." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer cleanup spacing changes and add_special_tokens BOS/EOS behavior are different bugs." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both are import failures, but they concern different missing exports and different packages." + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Python version compatibility and a missing image_utils import are unrelated." + "reason": "DeepSeek-v4 tensor transpose issue and Minimax MSA numerical differences are unrelated model-specific problems." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Model config recognition and a pytest-xdist race are separate problems." + "reason": "Both are import errors, but they concern different missing exports and there is no evidence of one shared root cause." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "A loading hang in Sentence Transformers and embedding reinitialization are different failures." + "reason": "Different subsystems: Qwen3-VL-Moe behavior vs position_ids buffer access." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same issue." + "reason": "Both concern Qwen3.5 around version 5.4.0+, but one is save_pretrained checkpoint correctness and the other is from_pretrained failure; related family, but not clearly the same bug." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Offline Mistral regex patch crash and tokenizer thread-safety regression are different bugs." + "reason": "Multi-label classification example bug and Gemma 4 mm_token_type_ids behavior are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the canonical_issue_reason overstates the evidence. The packet supports that issue:42673 is earlier and has more discussion than issue:43704, but it does not support \u201csubstantially more discussion and inbound references\u201d because both items show 0 inbound references. The rest of the summary is conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only soft-edge acceptance (issue:41628 vs issue:45278) is plausibly supported by the titles: a specific missing import fits the broader import-regression report. The other pairwise rejections also look appropriately cautious and not overstated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15243,96 +15738,94 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 50, + "review_unit_index": 54, "review_unit_count": 65, "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-10000-528", "nodes": [ "issue:22355", - "issue:27957", - "issue:28282", - "issue:30333", - "issue:34689", - "issue:36331", - "issue:39692", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", "issue:42222", "issue:42673", + "issue:42757", "issue:42898", + "issue:43066", "issue:43116", - "issue:43295", - "issue:43479", - "issue:43723", - "issue:43874", - "issue:44016", - "issue:44060", - "issue:44075", - "issue:44079", - "issue:44186", - "issue:44190", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", "issue:44222", - "issue:44295", - "issue:44297", - "issue:44448", - "issue:44568", - "issue:44623", - "issue:44734", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", "issue:44779", - "issue:44869", - "issue:45092", - "issue:45103", - "issue:45125", - "issue:45200", - "issue:45310", - "issue:45405", - "issue:45600", - "issue:45656", - "issue:45712", - "issue:45812", - "issue:46077", - "issue:46123", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", "issue:46231", - "issue:46693", - "issue:46829", - "issue:46909", - "issue:47059", - "issue:47085" + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" ], "soft_pairs": [ - "issue:43479|issue:46829", - "issue:42898|issue:45812", - "issue:44186|issue:47085", - "issue:44623|issue:45310", - "issue:42673|issue:46693", - "issue:39692|issue:46909", - "issue:43723|issue:44568", - "issue:45600|issue:47059", - "issue:44016|issue:46231", - "issue:43479|issue:44869", - "issue:43479|issue:44079", - "issue:46077|issue:46123", - "issue:42673|issue:47085", - "issue:42898|issue:44779", - "issue:30333|issue:34689", - "issue:27957|issue:30333", - "issue:44060|issue:45125", - "issue:42898|issue:43295", - "issue:42898|issue:44448", - "issue:30333|issue:36331", - "issue:43874|issue:45092", - "issue:44295|issue:45656", - "issue:42222|issue:45200", - "issue:22355|issue:28282", - "issue:44734|issue:45103", - "issue:43116|issue:44190", - "issue:44075|issue:46231", - "issue:45405|issue:45712", - "issue:44222|issue:44297" + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:42175|issue:44938", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:42757|issue:44351", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:42898|issue:46614", + "issue:44483|issue:47217", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:43116|issue:43493" ], - "prepared_review_unit_hash": "2e126918411242f6c34a48c12be3d1ba56b54d8fcbce77a70a81337e6edc1bb3", + "prepared_review_unit_hash": "3b045b0d12c4160dec780f3e0acd64a0cbf399468f7a17859a0cf7d1b691f28f", "component_budget": { "node_count": 528, "item_count": 528, @@ -15344,196 +15837,184 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36580, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "soft_pair_count": 27, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The suggested pairs are mostly theme-level similarities rather than true duplicates; none look safe to merge as the same underlying bug/change. No PRs are present. The strongest standalone issue is the broad, high-impact Granite tokenizer regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45812 is the best anchor: it describes a broad, silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is more central than narrow single-model or documentation-only reports.", + "summary": "The paired issues are mostly about different models, different subsystems, or different failure modes, so none look like true duplicates. The most central issue in this set is the broad import-regression report around upgrading to Transformers 5.5.0.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set, covering multiple import failures after a version upgrade.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the clearest combination of scope, severity, and reuse value as a reference point for related tokenizer regression reports.", + "best_issue_reason": "issue:45278 is the best single issue candidate because it is general, clearly scoped, and likely to subsume related import-breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:46829", - "accept": false, - "reason": "Both are model-output bugs, but they hit different code paths: multimodal config initialization vs. ImageClassifierOutput field assignment." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both involve v5 tokenizer behavior changes, but one is about clean_up_tokenization_spaces while the other is a Granite token-ID regression." - }, - { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Different failures: LayoutLMv2Tokenizer NER/padding crash versus tokenizer thread-safety regression." + "reason": "Different problems: one is a Qwen3-VL-Moe regression in Transformers 5.0, the other is an FP8 save_pretrained issue for moe models." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "One is missing files from processor.save_pretrained, the other is a from_pretrained load error for Qwen3.5 MoE." + "reason": "Both mention v5 tokenizer regressions, but they appear model-specific and do not clearly describe the same tokenizer bug or code path." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Both mention performance/multi-threaded usage, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context performance regression." + "reason": "Packaging backend selection with `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Both are broken docs examples, but they are unrelated examples with different root causes and model families." + "reason": "Different tokenizer components and different failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Generic tokenizer loading trouble is not the same bug as mDeBERTa not adding BOS/EOS with add_special_tokens=True." + "reason": "One is a dtype change between train/eval, the other is incorrect output under pipeline parallelism; not the same bug." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Repository CI breakage from stale config references is unrelated to a huggingface_hub CLI compatibility failure." + "reason": "Importing `transformers.onnx` and a LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:42222", + "right": "issue:47312", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are both docs issues, but not the same artifact or bug." + "reason": "Vitpose model breakage and a kernel compatibility issue are different failures." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Different multimodal/text generation bugs: config default handling versus Whisper word-timestamp decoding crash." + "reason": "Tensor-parallel training and a run_classification.py multi-label example bug are unrelated." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "The former is config initialization, the latter is a generic ModelOutput key-assignment bug." + "reason": "mllama mask handling and generation kwargs update after `sync_gpus` are different code paths." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Both involve attention/pipeline behavior, but one is Gemma4 mask construction and the other is batch-finalization logic in MaskGenerationPipeline." + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-triggered infinite loop are unrelated." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Thread-related symptoms alone are insufficient; a VRAM leak is not the same as tokenizer thread unsafety." + "reason": "Both are import errors, but they concern different missing symbols from different packages and do not look like one bug." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a `SequenceFeatureExtractor.pad` performance issue." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "MLflow job-state reporting and Llama model loading are unrelated." + "reason": "A docstring parameter-name mismatch is not the same as import-time doc-lint diagnostics being printed to stdout." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." + "reason": "One requests Flash Attention 2 support for GPT2LMHeadModel; the other is a separate generic Flash Attention 2 issue." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Both are Qwen-family issues, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata." + "reason": "Tokenization-space cleanup behavior in v5 is unrelated to stale phonemizer language state." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility for custom code." + "reason": "A rejected chat/completions request and a VL placeholder parsing failure are different API-level problems." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Different tokenizer regressions: one changes cleanup-space behavior, the other changes Pegasus summarization output between major versions." + "reason": "GenerationConfig validation for GLM-5 and a RoPE implementation discussion are not the same concrete defect." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Failed training-job reporting is not the same as a custom trainer signature mismatch." + "reason": "Base-model-prefix loading breakage and NaNs in classification heads are unrelated issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Different multimodal loading issues: missing image-processor method versus remote-code checkpoint meta-init incompatibility." + "reason": "Python-version compatibility and an incorrect PyTorch version check for a flex_attention import are different bugs." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "A buffer-reading error for position_ids is unrelated to double optimizer-step calls under deepspeed." + "reason": "VRAM leakage in Qwen3ForCausalLM and dtype mismatches in inference are unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." + "reason": "Both are Qwen3.5-related, but save_pretrained key serialization and from_pretrained loading errors are distinct code paths." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors with different causes." + "reason": "A specific missing import symbol and a broad set of import errors after upgrade are related in theme but not the same underlying issue." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "KV-cache continuation indexing in serving is unrelated to the auto_docstring annotation crash." + "reason": "Config propagation of `num_labels` is unrelated to NaNs in classification heads." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Classification script empty outputs and local dataset loading failure are different example-script issues." + "reason": "Wrong tokenizer decoder type and Deepseek v5 tokenization regressions are not clearly the same bug." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Optimizer args being ignored is not the same as a documentation parameter-name typo." + "reason": "A stale cache crash in GlmMoeDsa and Swin2SR over-padding are unrelated." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "A minimum PEFT version bump and leftover dummy classes causing CI failure are unrelated maintenance issues." + "reason": "A feature-extractor length helper issue and a flex_attention version-check bug are unrelated." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Both touch save_pretrained, but one concerns FP8 MoE saving and the other tokenizer metadata naming." + "reason": "Multi-label example-script behavior and a SigLIP2 HF-vs-JAX discrepancy are different problems." } ] }, @@ -15548,98 +16029,92 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 51, + "review_unit_index": 55, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:30990", - "issue:38175", - "issue:41628", - "issue:42757", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", "issue:42796", - "issue:42831", - "issue:42907", - "issue:43122", - "issue:43232", - "issue:43475", - "issue:43479", - "issue:43504", - "issue:43644", - "issue:43723", - "issue:44190", - "issue:44222", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", "issue:44263", - "issue:44295", - "issue:44297", - "issue:44327", - "issue:44360", - "issue:44373", - "issue:44448", - "issue:44484", - "issue:44485", - "issue:44623", - "issue:44933", - "issue:44977", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", "issue:45071", "issue:45092", - "issue:45245", - "issue:45310", - "issue:45357", - "issue:45656", - "issue:45712", - "issue:45834", - "issue:46050", - "issue:46082", - "issue:46132", - "issue:46209", - "issue:46305", - "issue:46424", - "issue:46431", - "issue:46614", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", "issue:46762", - "issue:46932", - "issue:47059", - "issue:47276" + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" ], "soft_pairs": [ - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:44297|issue:45656", - "issue:42831|issue:44623", - "issue:43479|issue:43644", - "issue:44933|issue:45712", - "issue:45245|issue:46132", - "issue:44222|issue:44623", - "issue:46209|issue:46431", - "issue:44373|issue:44485", - "issue:44297|issue:45310", - "issue:43723|issue:44977", - "issue:41628|issue:42757", - "issue:43122|issue:46209", - "issue:43504|issue:47059", - "issue:46614|issue:46932", - "issue:43232|issue:47276", - "issue:44360|issue:46762", - "issue:45071|issue:46082", - "issue:44222|issue:44484", - "issue:44190|issue:46082", - "issue:43232|issue:45834", - "issue:44263|issue:45092", - "issue:30990|issue:38175", - "issue:44295|issue:44623", - "issue:44327|issue:47059", - "issue:44263|issue:44373", - "issue:43475|issue:46305", - "issue:43232|issue:46424", - "issue:45092|issue:45357", - "issue:42907|issue:46050" + "issue:44075|issue:44936", + "issue:44610|issue:46909", + "issue:44038|issue:45478", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", + "issue:44291|issue:45071", + "issue:43064|issue:43673", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44263|issue:46762", + "issue:44466|issue:46002", + "issue:42222|issue:47000" ], - "prepared_review_unit_hash": "31ef825c31daf5fa2bdc2a85a9036c18d5b755a22c24b42eed83fe263da50f6a", + "prepared_review_unit_hash": "8ee65b59949382342c65fad2812743740eb9a75cfa15d6badc0d7edd150b39ed", "component_budget": { "node_count": 528, "item_count": 528, @@ -15649,210 +16124,180 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34743, + "estimated_input_tokens": 8686, + "estimated_eval_tokens": 17628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not contain any clear duplicate issues or PRs; the soft pairs are mostly superficial theme matches within transformers internals.", - "confidence": 0.94, - "canonical_issue_reason": "issue:46082 is the most self-contained and concrete bug report in the set, with a clear repro and narrow scope; there is no stronger duplicate cluster to anchor on.", + "summary": "The cluster is heterogeneous: most pairs are only superficially similar by subsystem or v5-era wording, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:44038 is the most concrete and representative user-facing regression among the set, but the cluster does not actually have a strong duplicate core.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46082 is the best representative issue overall because it describes a specific, actionable regression rather than a broad or speculative symptom.", + "best_issue_reason": "Issue:44038 is the clearest standalone bug report here; it is specific, actionable, and closer to the cluster's broad v5/model-loading theme than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Different code paths: Pegasus output regression vs AttentionInterface registration semantics." + "reason": "Different failures in different trainer flows: SGD optimizer args vs evaluate-after-train behavior." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Tokenizer BPE marker handling and tokenizer import/loading failure are unrelated bugs." + "reason": "Unrelated domains: OmDet image sizing mismatch vs a broken DIA documentation example." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer save_pretrained metadata issue vs optimizer stepping twice; no shared underlying defect." + "reason": "Both are Qwen/MoE loading complaints, but they target different model families and likely different code paths; too weak to treat as the same bug." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "FP8 accuracy problem and processor.save_pretrained missing files are separate concerns." + "reason": "Compiled Python file errors and a doc parameter-name typo are unrelated." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Multimodal config initialization bug vs non-persistent buffer junk; different failure modes." + "reason": "Both involve output fields, but they affect different models and different output tensors; not the same underlying bug." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Import re-export issue and dummy class cleanup are not the same bug." + "reason": "Tokenizer decoder-type regression and a downstream accuracy regression are not the same issue." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Category-count runtime limit is unrelated to AttentionInterface behavior changes." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "FP8 moe save_pretrained issue vs processor file-saving issue; different artifacts and fixes." + "reason": "Both mention AutoProcessor.from_pretrained, but one is a missing backend error and the other is repeated HTTP 429 retry behavior." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "FP8 inference failure on B200 and missing chat template support are unrelated." + "reason": "Example-script multi-label classification failure and pipeline() error-message wording are different problems." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Docstring correction and GLM-5 RoPE implementation bug are not the same change." + "reason": "VRAM leakage in multi-threaded loading and tokenizer BPE-marker handling are unrelated." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Tokenizer class serialization mismatch vs Qwen3.5 MoE from_pretrained error; distinct defects." + "reason": "Model weight loading in UMT5Encoder and passing kwargs in AutoProcessor are different code paths." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:46328", + "right": "issue:47116", "accept": false, - "reason": "Tokenizer loading/import issue vs flash-attention generation regression; no common code-path." + "reason": "Performance regression in SequenceFeatureExtractor.pad and a streaming pipeline regression do not describe the same bug." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate missing-symbol issues." + "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:39379", + "right": "issue:43688", "accept": false, - "reason": "Version-to-version tokenization drift is unrelated to FP8 inference on B200." + "reason": "A masking bug in mllama and an auxiliary-loss normalization bug in OLMoE/GPT Oss are different model-specific issues." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "BEiT preset loading and CLI completion attribute failure are unrelated subsystems." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Stale phonemizer backend state vs Gemma4 quantized dtype casting; no shared bug." + "reason": "ImportError for a Qwen2_5_VL class and AutoProcessor retry behavior on 429s are unrelated." }, { - "left": "issue:43232", - "right": "issue:47276", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Generation sync_gpus bug and warning-message wording are different issues." + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are entirely different subsystems." }, { - "left": "issue:44360", + "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "DSA indexer activation discussion vs Minimax numerical-difference report; not the same defect." - }, - { - "left": "issue:45071", - "right": "issue:46082", - "accept": false, - "reason": "PretrainedConfig typing regression and LlamaConfig head_dim validation are separate API problems." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 save/load bug vs a question about default shard size; unrelated." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim validation do not share a code path." + "reason": "Remote-code meta-initialization incompatibility and attention numerical differences are not the same underlying defect." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Generation kwarg update bug vs Kosmos2.5 OCR index error; different models and failures." + "reason": "Both are v5 compatibility regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking break; separate fixes." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer and InternVL2 meta-init incompatibility are unrelated." + "reason": "FSDP2/PEFT optimizer-state corruption and generation cache missing are unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Sentence Transformers load hang and siglip2 zero probabilities are different model-specific problems." + "reason": "A PEFT version pin problem and a flex_attention import version check are unrelated maintenance issues." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "position_ids buffer access error vs processor.save_pretrained file omission; no overlap." + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different failure modes in different paths." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "QA top-k bounds error and CLI completion attribute error are unrelated." + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same bug." }, { "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "Actual tensor split bug vs docstring-only issue; not duplicate." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "SAM 3 Video attribute missing and MoonshineStreaming off-by-one are different model bugs." - }, - { - "left": "issue:43232", - "right": "issue:46424", + "right": "issue:46762", "accept": false, - "reason": "Generation state update bug and cache length configuration bug are separate code paths." + "reason": "A torch.split return-value issue in an indexer and numerical differences in attention are unrelated." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 save_pretrained key regression are distinct." + "reason": "Serialization of tied weights and NaNs in classification heads are different bugs with different symptoms." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save failure and sinq save/load break are different quantization issues." + "reason": "VitPose model breakage and RTDetrLoss infeasible cost-matrix crashes are unrelated." } ] }, @@ -15867,7 +16312,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 52, + "review_unit_index": 56, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -15876,87 +16321,86 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-528", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28218", + "issue:38617", "issue:39379", "issue:39401", "issue:41628", - "issue:42796", - "issue:42831", - "issue:42886", - "issue:42994", - "issue:43066", + "issue:42222", + "issue:42371", + "issue:42617", "issue:43122", + "issue:43208", "issue:43408", - "issue:43576", - "issue:43644", - "issue:43756", - "issue:43784", - "issue:43824", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", "issue:43986", - "issue:44038", - "issue:44060", - "issue:44188", + "issue:44117", + "issue:44220", "issue:44261", - "issue:44263", - "issue:44279", - "issue:44360", - "issue:44373", - "issue:44483", - "issue:44568", + "issue:44380", + "issue:44410", + "issue:44496", + "issue:44704", + "issue:44779", "issue:44829", + "issue:44877", "issue:44964", - "issue:45092", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", "issue:45310", - "issue:45381", - "issue:45406", - "issue:45600", - "issue:45753", - "issue:46002", - "issue:46172", - "issue:46305", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46077", + "issue:46231", + "issue:46298", "issue:46328", - "issue:46369", - "issue:46402", - "issue:46655", - "issue:46726", - "issue:46909", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", "issue:47059", - "issue:47217" + "issue:47110" ], "soft_pairs": [ - "issue:44279|issue:46328", - "issue:46369|issue:46909", - "issue:46305|issue:46655", - "issue:43986|issue:46726", - "issue:44263|issue:44360", - "issue:22355|issue:27957", - "issue:42831|issue:45310", - "issue:45381|issue:46305", - "issue:43408|issue:46402", - "issue:41628|issue:43824", - "issue:44483|issue:45406", - "issue:44261|issue:45092", - "issue:44964|issue:47059", - "issue:42831|issue:44038", - "issue:44829|issue:46002", - "issue:43576|issue:43784", - "issue:22355|issue:28218", - "issue:44188|issue:44373", - "issue:43784|issue:45600", - "issue:42831|issue:45753", - "issue:39401|issue:44568", - "issue:43756|issue:44060", - "issue:43986|issue:47217", - "issue:42796|issue:43122", - "issue:43644|issue:46305", - "issue:42886|issue:42994", - "issue:42886|issue:43066", - "issue:39379|issue:46172", - "issue:43408|issue:46369" + "issue:44380|issue:46077", + "issue:42222|issue:43441", + "issue:39379|issue:46897", + "issue:42222|issue:46752", + "issue:44117|issue:45081", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43408|issue:43742", + "issue:45632|issue:46981", + "issue:45071|issue:47059", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44877|issue:46231", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:39401|issue:43421", + "issue:42371|issue:44261", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44964|issue:45278" ], - "prepared_review_unit_hash": "bd9e27ba4aeee25b6ff4b2c61ba13c460aa03c1202db35a57cb4f2a2b219da7b", + "prepared_review_unit_hash": "8c08342a4fb46aee111ee9947b7f83de633a250ab4dde668d3e7848b04486fd1", "component_budget": { "node_count": 528, "item_count": 528, @@ -15968,206 +16412,197 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36116, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "soft_pair_count": 28, + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "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, model-loading, processor, and accuracy bugs. The only plausible duplicate edge is the AutoProcessor/vision-backend missing-dependency crash pair; everything else appears to be separate issues.", - "confidence": 0.8, - "canonical_issue_reason": "issue:46726 is the broadest and most general report in the only plausible duplicate subcluster, covering AutoProcessor behavior when the required vision backend is missing.", + "summary": "This cluster is a grab bag of mostly unrelated Transformers bugs and regressions across import/loading, tokenization, attention, video processors, testing utils, and model-specific behavior. The soft pairs share broad subsystem vocabulary, but they do not look like the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "Best umbrella candidate in the set: it is the broadest, most general regression report and naturally covers multiple import-failure variants better than the narrower model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46726 best represents the cluster\u2019s only coherent bug theme and is phrased at the right abstraction level for a canonical tracker issue.", + "best_issue_reason": "Issue 45278 is the most representative broad failure report among otherwise narrow, model-specific bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Different bugs: a vague dependency issue vs. a performance problem in SequenceFeatureExtractor.pad." + "reason": "Both are attention/mask config bugs, but they affect different models and different code paths; not the same change." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Unrelated domains: sam3-litetext memory overflow vs. a broken DIA documentation example." + "reason": "Different models and failures: vitpose package breakage vs Ministral-3 FlashAttention incompatibility." }, { - "left": "issue:46305", - "right": "issue:46655", - "accept": false, - "reason": "Both involve video processing, but the off-by-one mask bug and the SmolVLM padding bug are distinct code paths." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": true, - "reason": "Both describe AutoProcessor failing when the required vision backend is missing; same underlying missing-dependency handling bug." + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and symptoms; one is an mllama mask bug, the other is a Florence2 training-loss shift issue." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Same DSA indexer area, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + "reason": "Unrelated failures: vitpose import/runtime breakage vs empty-list crash in apply_chat_template." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Completely unrelated: missing transformers.onnx module vs. XLMRoberta Flash Attention 2 behavior." + "reason": "Both involve tokenizers, but one is a mapping lookup bug and the other is a Mistral regex patch crash." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Different problems: FineGrainedFP8 accuracy vs. Qwen3.5 MoE from_pretrained failure." + "reason": "Different models and different bugs: invalid GenerationConfig vs flash-attention generation failure." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Both are sequence/vision indexing issues, but they affect different models and different calculations." + "reason": "Both are config-related regressions, but one is type checking and the other is stale dtype state after from_config." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both mention sam3, but one is a model-type warning and the other is missing text encoder weights." + "reason": "Different areas entirely: 3d_parallel runtime failure vs a testing_utils bug." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different registration/load paths." + "reason": "One is a video processor shape bug; the other is an AutoProcessor crash without torchvision." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Different failures: chat/completions request rejection vs. Gemma4Processor missing _tokenizer." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different outputs." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Different root causes: missing rms_norm_eps in MLA q_a_layernorm vs. meta-init incompatibility for InternVL2 checkpoints." + "reason": "Different model-loading issues for different model families; not the same bug." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Completely unrelated: Phi-4 multimodal loading vs. a huggingface_hub CLI completion regression." + "reason": "Both involve processor/model loading, but one is a cache-path collision and the other is repeated 429 retry behavior." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "No concrete shared bug: one is a FineGrainedFP8 accuracy issue, the other a Qwen3-VL-Moe load/error report." + "reason": "Different failure modes: config type checking vs CLI incompatibility with a hub dependency change." }, { "left": "issue:44829", - "right": "issue:46002", + "right": "issue:45216", "accept": false, - "reason": "Different symptoms and causes: flash_attention_3 degenerate training vs. NaNs after checkout/init." + "reason": "Distinct bugs: degenerate training with flash_attention_3 vs incorrect save_pretrained checkpoint contents." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Unrelated CLI breakage vs. a sentence-transformers import NameError." + "reason": "Both are Qwen-related, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5 MoE." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "Different tokenizer topics: missing onnx module import vs. added-token spacing regression." + "reason": "Different code paths: cached_file kwargs forwarding vs special_tokens being a list instead of a mapping." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Different bug classes: attention-kernel divergence under torch.compile vs. a wrong docstring." + "reason": "Testing-utils bug vs feature-extractor performance issue; unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Different failures: import-time NameError vs. auto_mappings.py referencing removed configs." + "reason": "Same file area, but one is a generic testing_utils bug and the other is a pytest-xdist race on captured_info.txt." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "No shared underlying bug; one is an accuracy issue, the other an infinite loop on a specific image." + "reason": "Unrelated: strict config loading failure vs documentation parameter-name mismatch." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (offset mapping vs. BOS/EOS insertion)." + "reason": "Different models and different training bugs; only the general training-loss theme overlaps." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Both are model-architecture/configuration reports, but about different models and different mistakes." + "reason": "Both are import errors, but they are for different symbols and likely different breakpoints." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Both involve vision inputs, but one is missing-backend crash handling and the other is image-placeholder placement in user text." + "reason": "Tokenizer behavior regression vs a noisy logging message; not the same issue." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer-related, but one is BPE marker handling and the other is a broader version-to-version tokenization change." + "reason": "Different problem classes: invalid generation config vs unrecognized model/config loading." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Unrelated: non-persistent buffer initialization junk vs. a streaming mask off-by-one." + "reason": "Both concern tokenizers, but one is offset mapping and the other is runtime post-processor updates." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Different bugs: offline cache loading failure vs. quantized model saving failure." + "reason": "Different numerical/config issues in different model paths; no shared concrete bug." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Both are tokenizer regressions, but one is offline cache loading and the other is decoder-type selection in v5." + "reason": "Both are numerical correctness reports, but they concern different attention/norm implementations and likely different fixes." }, { - "left": "issue:39379", - "right": "issue:46172", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Different model internals: mllama mask handling vs. deepseek-v4 tensor transpose/cast behavior." + "reason": "ImportError from configuration_utils vs audio feature extraction issue; unrelated." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Same sam3 family only at a very high level; a model-type warning is not the same as a memory overflow." + "reason": "One is a specific multimodal model-loading failure; the other is a broad release-wide import-errors report." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays close to the packet, and the lone accepted soft edge (43986 \u2194 46726) is a conservative same-bug call. The other verdicts are mostly cautious rejections and do not overstate duplicate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16175,103 +16610,103 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 53, + "review_unit_index": 57, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:22355", "issue:27957", - "issue:29159", - "issue:30990", - "issue:33357", - "issue:39401", "issue:41628", "issue:42371", - "issue:42757", - "issue:42907", - "issue:43116", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", "issue:43122", - "issue:43329", - "issue:43408", + "issue:43208", + "issue:43352", + "issue:43441", "issue:43452", - "issue:43475", - "issue:43540", - "issue:43646", - "issue:43824", - "issue:43937", - "issue:43976", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", "issue:44038", + "issue:44075", + "issue:44077", "issue:44117", + "issue:44246", + "issue:44261", "issue:44263", - "issue:44295", - "issue:44297", - "issue:44351", "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", "issue:44485", - "issue:44488", - "issue:44521", - "issue:44625", - "issue:44704", + "issue:44493", "issue:44829", - "issue:44945", - "issue:44964", - "issue:45200", - "issue:45216", - "issue:45278", - "issue:45290", - "issue:45381", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45464", "issue:45478", - "issue:46002", + "issue:45588", + "issue:45656", + "issue:45753", "issue:46172", - "issue:46326", - "issue:46762", - "issue:46909", - "issue:47059" + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" ], "soft_pairs": [ - "issue:42757|issue:45278", - "issue:27957|issue:30990", - "issue:43646|issue:46002", - "issue:45381|issue:46909", - "issue:43540|issue:46909", - "issue:30990|issue:33357", - "issue:44295|issue:44297", - "issue:42907|issue:44964", - "issue:43329|issue:47059", - "issue:43976|issue:44945", - "issue:43122|issue:46326", - "issue:44625|issue:44829", - "issue:42907|issue:44945", - "issue:39401|issue:44488", - "issue:39401|issue:44521", - "issue:41628|issue:45278", - "issue:44117|issue:44704", - "issue:42371|issue:44263", - "issue:44704|issue:45290", - "issue:42907|issue:43937", - "issue:43122|issue:44521", - "issue:22355|issue:29159", - "issue:43408|issue:43475", - "issue:42907|issue:43452", - "issue:44360|issue:44485", - "issue:44038|issue:44297", - "issue:46172|issue:46762", - "issue:43824|issue:44351", - "issue:44038|issue:44295", - "issue:45216|issue:45478", - "issue:43116|issue:45200" - ], - "prepared_review_unit_hash": "385ea26dcf98af3769a696ca00bd4cbde2f40a765e75d13a4c49d7fda972ec88", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:44484|issue:45310", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44410|issue:45478", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:27957|issue:43352", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43531|issue:45341", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "8248b3b96a1ce1a0e1fcaa0d4538b0553ad45e1e81f7d1caef805afbcce69c58", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, "estimated_input_tokens": 252489, "estimated_eval_tokens": 505234 }, @@ -16279,217 +16714,214 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36577, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "serialized_chars": 36464, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated Transformers issues across imports, tokenization, multimodal/video, and model-specific regressions. The only clearly related soft edge is a specific missing import fitting a broader import-regression report.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest and most representative issue here: it describes a general import-regression after upgrading, which best matches the one plausible duplicate subtheme in this cluster.", + "summary": "These are mostly unrelated Transformers bugs that happen to share broad themes like v5 regressions, tokenizer/model loading, or Flash Attention. I found no soft pair that is clearly the same underlying issue, so no duplicates are accepted.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44483 is the most central high-impact report in this set: it describes a broad user-facing v5 chat/completions API regression with concrete failure, making it a better anchor than the narrower model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone issue because it is the most general, likely to subsume related import failures, and describes the clearest cross-cutting regression pattern in the set.", + "best_issue_reason": "Issue 44483 is the best overall representative because it is broad, severe, and likely to subsume nearby chat/completions regression reports better than the model- or implementation-specific items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad Transformers upgrade regression; not the same underlying bug." + "reason": "Both are precision-related, but one is TF32 settings and the other is a FineGrainedFP8 accuracy bug; different code paths and failure modes." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different problems: Flash Attention 2 support for XLM-Roberta vs a loading hang in Sentence Transformers." + "reason": "Both mention optimizers, but one is SGD args being ignored while the other is double optimizer steps under deepspeed; not the same bug." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." + "reason": "Same broad chat/completions area, but 44483 is a general request-acceptance regression while 45464 is a specific Qwen3.5-0.8B streaming failure." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Qwen2.5-VL video position-id bug is unrelated to a broken DIA documentation example." + "reason": "Unrelated problems: save_pretrained sharding behavior versus a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to documentation issues." + "reason": "Both are v5 regressions, but one is a removed config option and the other is unexpected position-id keys; different underlying defects." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Both are loading/runtime failures, but one is a Sentence Transformers hang and the other is a MacOS bus error on a community CLIP model; too different to merge." + "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is tokenization output differing across versions; not clearly the same bug." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "One is a buffer/position_ids read error; the other is tokenizer_class metadata mismatch on save_pretrained. Different bugs." + "reason": "Both are GLM-related, but one is a torch.split/indexing bug and the other is a RoPE implementation issue." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Dequantized save failure for Ministrals/Devstrals and inability to load Phi-4 multimodal are unrelated model-specific issues." + "reason": "Different Qwen model families and different failures: missing projections versus a from_pretrained loading error." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Undefined multimodal-token helpers in video code and CLI tests failing with huggingface_hub 1.22.0 are unrelated." + "reason": "PatchTSMixer post_init validation is unrelated to AutoProcessor retry behavior on HTTP 429." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Python-version compatibility issue and pipeline-parallelism output corruption are unrelated." + "reason": "Both are model-loading/model-structure issues, but they concern different architectures and different missing/mismatched components." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Both involve tokenizer behavior, but one is a version-to-version tokenization change and the other is a continue_final_message bug in mistral_common tokenizers; not the same bug." + "reason": "Generation cache during chunked prefill is unrelated to a testing_utils bug." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "An empty-list apply_chat_template crash is unrelated to a streaming pipeline regression." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Save/dequantization failure and pipeline-parallelism wrong output are different regressions." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate API regressions." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer and a separate model loading failure are not the same issue." + "reason": "Different model-specific issues: missing image-patch counting method versus a missing rms_norm_eps in MLA q_a_layernorm." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Tokenizer offset_mapping bug and all-zero assistant_masks in multimodal chat templating are different code paths." + "reason": "Both involve flash attention, but one is a model support error and the other is a training degeneration regression in sequence classification." }, { - "left": "issue:41628", - "right": "issue:45278", - "accept": true, - "reason": "This specific missing import fits the broader post-upgrade import-regression described by issue:45278, so they likely share the same underlying release break." + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "These both mention Qwen3-VL-Moe, but one is a specific weight-shape mismatch and the other is a broader v5 loading bug without enough evidence they are the same defect." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained-related bugs." + "reason": "Different models and different flash-attention support complaints; not the same code-path failure." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "TF32 API guidance and a GlmMoeDsaIndexer torch.split issue are unrelated." + "reason": "Both are dtype-related, but one is a compile-time PyTorch warning and the other is a BLIP2 dtype propagation bug." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are unrelated." + "reason": "A removed config option and a gguf_file loading breakage are unrelated." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Different model families and different bugs: save/dequantization failure vs invalid GenerationConfig." + "reason": "Save-pretrained shard sizing has nothing to do with the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Tokenizer version drift and multimodal assistant_mask generation are not the same underlying defect." + "reason": "Both are low-level tensor/code bugs, but in different models and different operations; no shared underlying defect is evident." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "DSA indexer missing ReLU is unrelated to deepseek-v4 tensor transposition behavior." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute; not the same bug." + "reason": "xLSTM training blockers are unrelated to the Florence2 double-shift loss bug." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Dequantized save failure and gguf_file loader breakage are different issues." + "reason": "Both are loading failures, but one is tokenizer-mapping None handling and the other is a specific model loading regression; too little evidence they are the same issue." }, { - "left": "issue:44360", + "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "Same GLM area, but one is a normalization epsilon config bug and the other is a RoPE implementation issue." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "DeepSeek-v4 tensor transpose issue and Minimax MSA numerical differences are unrelated model-specific problems." + "reason": "A torchvision-missing crash in AutoProcessor is unrelated to testing_utils." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and there is no evidence of one shared root cause." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Different subsystems: Qwen3-VL-Moe behavior vs position_ids buffer access." + "reason": "A removed config option and a flash_attention.py sink-less-model AttributeError are different failures." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44246", + "right": "issue:46981", "accept": false, - "reason": "Both concern Qwen3.5 around version 5.4.0+, but one is save_pretrained checkpoint correctness and the other is from_pretrained failure; related family, but not clearly the same bug." + "reason": "Import slowness and repeated 429 retries are different performance/retry problems." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Multi-label classification example bug and Gemma 4 mm_token_type_ids behavior are unrelated." + "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different model/runtime failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only soft-edge acceptance (issue:41628 vs issue:45278) is plausibly supported by the titles: a specific missing import fits the broader import-regression report. The other pairwise rejections also look appropriately cautious and not overstated." - }, - "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 }, @@ -16497,94 +16929,97 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 54, + "review_unit_index": 58, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:22355", - "issue:28348", - "issue:29127", - "issue:36296", "issue:38617", - "issue:39379", - "issue:39401", - "issue:42175", - "issue:42222", - "issue:42673", "issue:42757", - "issue:42898", - "issue:43066", - "issue:43116", - "issue:43122", - "issue:43232", - "issue:43278", - "issue:43493", - "issue:43611", - "issue:43937", - "issue:43976", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", "issue:44038", - "issue:44188", - "issue:44222", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", "issue:44351", - "issue:44483", - "issue:44485", - "issue:44625", - "issue:44779", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", "issue:44938", - "issue:44945", - "issue:44995", - "issue:45072", - "issue:45083", - "issue:45278", - "issue:45357", - "issue:45446", - "issue:45478", + "issue:45103", + "issue:45375", + "issue:45440", + "issue:45712", "issue:45753", - "issue:46002", - "issue:46231", - "issue:46328", - "issue:46614", - "issue:46640", - "issue:46697", - "issue:46877", - "issue:47217", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116", "issue:47312" ], "soft_pairs": [ - "issue:44038|issue:44222", - "issue:43122|issue:44779", - "issue:42175|issue:44938", - "issue:39401|issue:46614", - "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:42222|issue:47312", - "issue:36296|issue:43116", - "issue:39379|issue:43232", - "issue:43493|issue:45753", - "issue:42757|issue:44351", - "issue:44188|issue:46328", - "issue:46231|issue:46877", - "issue:28348|issue:46640", - "issue:42898|issue:46614", - "issue:44483|issue:47217", - "issue:43937|issue:44485", - "issue:43611|issue:46002", - "issue:43976|issue:45446", - "issue:42673|issue:45072", - "issue:45357|issue:45478", - "issue:38617|issue:45278", - "issue:44625|issue:46002", - "issue:43066|issue:44779", - "issue:44995|issue:46697", - "issue:45083|issue:45446", - "issue:43116|issue:43493" + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:47312", + "issue:43874|issue:44263", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:44117|issue:46701", + "issue:46655|issue:46664", + "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:43208|issue:43550", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298" ], - "prepared_review_unit_hash": "3b045b0d12c4160dec780f3e0acd64a0cbf399468f7a17859a0cf7d1b691f28f", + "prepared_review_unit_hash": "fd7eb0738d15c0237663bb5c0b5ebf66541fcabf362b73203627cacc4b1c934d", "component_budget": { "node_count": 528, "item_count": 528, @@ -16596,184 +17031,202 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35202, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The paired issues are mostly about different models, different subsystems, or different failure modes, so none look like true duplicates. The most central issue in this set is the broad import-regression report around upgrading to Transformers 5.5.0.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set, covering multiple import failures after a version upgrade.", + "summary": "This is a loose grab-bag of unrelated Transformers issues/regressions. None of the soft pairs look like the same underlying bug or change; most are only superficially similar by subsystem or model family.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 has the strongest signal in the set: the most discussion and inbound references, plus a concrete runtime bug with clear user impact, so it is the best anchor for this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue candidate because it is general, clearly scoped, and likely to subsume related import-breakage reports.", + "best_issue_reason": "issue:43873 is the highest-signal issue here and the best representative anchor, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Different problems: one is a Qwen3-VL-Moe regression in Transformers 5.0, the other is an FP8 save_pretrained issue for moe models." + "reason": "Different DeepSeek problems: model divergence vs a tensor dtype/transpose bug." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Both mention v5 tokenizer regressions, but they appear model-specific and do not clearly describe the same tokenizer bug or code path." + "reason": "API removal warning/compat issue vs broken quantized save/load behavior." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43986", + "right": "issue:47312", "accept": false, - "reason": "Packaging backend selection with `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." + "reason": "Unrelated failures: missing torchvision dependency vs kernel compatibility error." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Different tokenizer components and different failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + "reason": "Same broad model family, but different code paths: image patch counting vs torch.split indexing." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "One is a dtype change between train/eval, the other is incorrect output under pipeline parallelism; not the same bug." + "reason": "Both Qwen-related, but one is a missing layer projection bug and the other is a config field being dropped." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Importing `transformers.onnx` and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Cache/memory initialization bug vs pipeline batching logic dropping final results." }, { - "left": "issue:42222", - "right": "issue:47312", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Vitpose model breakage and a kernel compatibility issue are different failures." + "reason": "Different issues: removed API surface vs offloading/quantization behavior." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Tensor-parallel training and a run_classification.py multi-label example bug are unrelated." + "reason": "Tokenizer constructor argument error vs tokenizer mapping returning None; distinct failures." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "mllama mask handling and generation kwargs update after `sync_gpus` are different code paths." + "reason": "PyTorch precision warning vs TimesFM window_size attribute error." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-triggered infinite loop are unrelated." + "reason": "General Qwen3-VL-Moe bug vs specific missing projections in qwen3next layer 0." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different packages and do not look like one bug." + "reason": "Both are import errors, but for unrelated symbols and different modules." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a `SequenceFeatureExtractor.pad` performance issue." + "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure in DiffusionGemma output handling." }, { - "left": "issue:46231", - "right": "issue:46877", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "A docstring parameter-name mismatch is not the same as import-time doc-lint diagnostics being printed to stdout." + "reason": "Same model family, but padding calculation and num_frames semantics are distinct bugs." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "One requests Flash Attention 2 support for GPT2LMHeadModel; the other is a separate generic Flash Attention 2 issue." + "reason": "FSDP2 optimizer-state corruption vs Liger Kernel not applied with model_init." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Tokenization-space cleanup behavior in v5 is unrelated to stale phonemizer language state." + "reason": "Noisy logging vs empty-list chat template crash; no shared underlying defect." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "A rejected chat/completions request and a VL placeholder parsing failure are different API-level problems." + "reason": "Tensor operation/type bug vs a model accuracy regression after upgrading Transformers." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and a RoPE implementation discussion are not the same concrete defect." + "reason": "Missing torchvision import dependency vs save_pretrained shard-size behavior." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Base-model-prefix loading breakage and NaNs in classification heads are unrelated issues." + "reason": "Seed-related test flakiness vs logging noise; unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Python-version compatibility and an incorrect PyTorch version check for a flex_attention import are different bugs." + "reason": "cached_file kwargs forwarding bug vs docstring parsing crash under future annotations." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM and dtype mismatches in inference are unrelated." + "reason": "Both are import errors, but they concern different removed/missing symbols and different failure modes." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Both are Qwen3.5-related, but save_pretrained key serialization and from_pretrained loading errors are distinct code paths." + "reason": "trainer.evaluate() state bug vs import failure caused by datasets; not the same issue." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "A specific missing import symbol and a broad set of import errors after upgrade are related in theme but not the same underlying issue." + "reason": "Offline/local-files-only network leak vs missing embed_tokens weights in UMT5 loading." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:44451", + "right": "issue:47116", "accept": false, - "reason": "Config propagation of `num_labels` is unrelated to NaNs in classification heads." + "reason": "Loading a specific model failing vs a streaming pipeline regression." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek v5 tokenization regressions are not clearly the same bug." + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa and Swin2SR over-padding are unrelated." + "reason": "Attention-scaling config ignored vs lazy cache causing recompilation; different mechanisms." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "A feature-extractor length helper issue and a flex_attention version-check bug are unrelated." + "reason": "Python 3.14 import failure vs unsupported backend mapping error." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43064", + "right": "issue:47116", "accept": false, - "reason": "Multi-label example-script behavior and a SigLIP2 HF-vs-JAX discrepancy are different problems." + "reason": "Different concrete bugs: distributed optimizer-state issue vs streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure vs Qwen3_5 image infinite-loop bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compilation warning on bfloat16 models vs a specific SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes/check_repo failure vs noisy logging; unrelated." } ] }, @@ -16788,92 +17241,96 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 55, + "review_unit_index": 59, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:33453", - "issue:39379", - "issue:39401", - "issue:42222", - "issue:42371", - "issue:42673", - "issue:42796", + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", "issue:43064", "issue:43066", - "issue:43116", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43582", "issue:43618", - "issue:43673", - "issue:43688", + "issue:43756", + "issue:43761", "issue:43824", "issue:43825", "issue:43827", - "issue:43874", - "issue:43937", + "issue:43906", + "issue:43976", "issue:43992", "issue:44038", - "issue:44075", - "issue:44117", - "issue:44263", - "issue:44291", - "issue:44355", - "issue:44466", - "issue:44610", - "issue:44704", - "issue:44936", - "issue:45071", - "issue:45092", - "issue:45405", - "issue:45446", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", "issue:45478", - "issue:45563", - "issue:45588", - "issue:46002", - "issue:46231", - "issue:46328", - "issue:46710", - "issue:46726", - "issue:46762", - "issue:46829", - "issue:46909", - "issue:46981", - "issue:47000", - "issue:47116" + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" ], "soft_pairs": [ - "issue:44075|issue:44936", - "issue:44610|issue:46909", - "issue:44038|issue:45478", - "issue:44355|issue:46231", - "issue:43618|issue:46829", - "issue:43066|issue:46710", - "issue:42371|issue:43874", - "issue:46726|issue:46981", - "issue:43116|issue:43825", - "issue:42673|issue:42796", - "issue:43992|issue:44704", - "issue:46328|issue:47116", - "issue:43827|issue:45446", - "issue:39379|issue:43688", - "issue:33453|issue:39401", - "issue:43824|issue:46981", - "issue:43673|issue:46328", - "issue:45092|issue:46762", - "issue:44291|issue:45071", - "issue:43064|issue:43673", - "issue:45405|issue:45446", - "issue:44117|issue:45588", - "issue:43937|issue:45563", - "issue:44263|issue:46762", - "issue:44466|issue:46002", - "issue:42222|issue:47000" + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43208|issue:43526", + "issue:44077|issue:46365", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761" ], - "prepared_review_unit_hash": "8ee65b59949382342c65fad2812743740eb9a75cfa15d6badc0d7edd150b39ed", + "prepared_review_unit_hash": "0945451c34057c47ab6b78b1e8ed59641a04b06f1ba4f7620d6807a6c4232977", "component_budget": { "node_count": 528, "item_count": 528, @@ -16883,180 +17340,174 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34743, - "estimated_input_tokens": 8686, - "estimated_eval_tokens": 17628 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "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 by subsystem or v5-era wording, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", - "confidence": 0.89, - "canonical_issue_reason": "If one issue must anchor the cluster, issue:44038 is the most concrete and representative user-facing regression among the set, but the cluster does not actually have a strong duplicate core.", + "summary": "These are mostly unrelated bug reports, with the soft edges appearing to be title-level similarity rather than true duplicates. I would reject all proposed pairings. No PRs are present. If one issue must anchor the set, 43097 is the broadest, most central v5 regression report.", + "confidence": 0.93, + "canonical_issue_reason": "No single true duplicate cluster emerges, but issue 43097 is the best anchor because it is a broad v5 API regression with inbound references and stronger cross-issue relevance than the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44038 is the clearest standalone bug report here; it is specific, actionable, and closer to the cluster's broad v5/model-loading theme than the others.", + "best_issue_reason": "Issue 43097 has the clearest standalone triage value: broad impact, explicit breakage, and signs that it is referenced by related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Different failures in different trainer flows: SGD optimizer args vs evaluate-after-train behavior." + "reason": "Both involve saving, but one is a dequantized-model save failure and the other is Pipeline.save_pretrained; different code paths." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Unrelated domains: OmDet image sizing mismatch vs a broken DIA documentation example." + "reason": "The second is only a reproduction of another issue; there is no evidence it targets the same tokenizer-decoder bug." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Both are Qwen/MoE loading complaints, but they target different model families and likely different code paths; too weak to treat as the same bug." + "reason": "Different regressions: a PyTorch compile bfloat16 warning versus a tie_word_embeddings config warning." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and a doc parameter-name typo are unrelated." + "reason": "One is about pipeline error messaging, the other about pipeline serialization; not the same bug." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Both involve output fields, but they affect different models and different output tensors; not the same underlying bug." + "reason": "Missing embed_tokens.weight loading and a max_shard_size default question are unrelated." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:43827", + "right": "issue:47116", "accept": false, - "reason": "Tokenizer decoder-type regression and a downstream accuracy regression are not the same issue." + "reason": "Docs still referencing pipeline() versus a runtime streaming regression are separate issues." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated." + "reason": "Model backend support and Python-version compatibility are unrelated problems." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Both mention AutoProcessor.from_pretrained, but one is a missing backend error and the other is repeated HTTP 429 retry behavior." + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44734", + "right": "issue:47116", "accept": false, - "reason": "Example-script multi-label classification failure and pipeline() error-message wording are different problems." + "reason": "KV-cache indexing crash in serve and streaming pipeline regression are different code paths." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "VRAM leakage in multi-threaded loading and tokenizer BPE-marker handling are unrelated." + "reason": "Both mention Qwen MoE, but one is a transformers 5 bug and the other is fp8 inference support; not the same change." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Model weight loading in UMT5Encoder and passing kwargs in AutoProcessor are different code paths." + "reason": "ESM2 breakage and deepseek-v4 tensor conversion are distinct model-specific failures." }, { - "left": "issue:46328", - "right": "issue:47116", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Performance regression in SequenceFeatureExtractor.pad and a streaming pipeline regression do not describe the same bug." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as AttentionInterface.register behavior change." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." + "reason": "A model support gap and a GPT2 backend scaling bug are unrelated." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "A masking bug in mllama and an auxiliary-loss normalization bug in OLMoE/GPT Oss are different model-specific issues." + "reason": "API removal regression is not the same as a noisy logging message." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + "reason": "xLSTM training bugs and BEiT label reduction are unrelated model issues." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "ImportError for a Qwen2_5_VL class and AutoProcessor retry behavior on 429s are unrelated." + "reason": "Config validation for patchtsmixer is unrelated to importing Trainer." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are entirely different subsystems." + "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Remote-code meta-initialization incompatibility and attention numerical differences are not the same underlying defect." + "reason": "FP8 save_pretrained MoE and from_pretrained load errors are related only loosely by model family, not the same bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "Both are v5 compatibility regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking break; separate fixes." + "reason": "Flaky tests due to missing set_seed and a CLI breakage from huggingface_hub are different problems." }, { "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and generation cache missing are unrelated." - }, - { - "left": "issue:45405", - "right": "issue:45446", + "right": "issue:44380", "accept": false, - "reason": "A PEFT version pin problem and a flex_attention import version check are unrelated maintenance issues." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different failure modes in different paths." + "reason": "Different models and different RoPE implementation complaints; not mergeable as one fix." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42831", + "right": "issue:44261", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same bug." + "reason": "Both are precision-related, but one is FineGrainedFP8 accuracy and the other is missing rms_norm_eps in MLA." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "A torch.split return-value issue in an indexer and numerical differences in attention are unrelated." + "reason": "Chat/completions request handling and batched chat-template padding crash are different code paths." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Serialization of tied weights and NaNs in classification heads are different bugs with different symptoms." + "reason": "Both are import errors, but for different symbols from different dependencies." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible cost-matrix crashes are unrelated." + "reason": "Both touch CLIP v5 regressions, but missing attentions and missing hidden_states are distinct failures." } ] }, @@ -17071,297 +17522,449 @@ "label": "issue", "component_index": 1, "component_count": 27, - 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"summary": "The cluster is heterogeneous: a few import/loading/tokenizer regressions are superficially related, but most items describe distinct model-specific bugs or unrelated tooling issues. No soft-edge pair looks like the same concrete bug/change.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45278 is the broadest umbrella among the set for import/regression breakages after upgrade, and it can subsume several of the import-related reports better than the narrower duplicates. It is still only a partial fit for the full heterogeneous cluster.", + "summary": "Only one soft duplicate looks credible: the import slowdown issue and the report that importing transformers is sometimes slow. The other candidate pairs are either different subsystems, different symptoms, or too broad to safely merge as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the clearest root-cause report: it identifies import * usage in models and quantifies the startup slowdown, which also explains the slower-import symptom in issue:44246.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue overall because it captures the broadest user-facing breakage pattern in the cluster (multiple import failures after version changes).", + "best_issue_reason": "issue:41669 is the best standalone issue because it states a concrete cause, a measurable impact, and is more actionable than the symptom-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying problem: transformers import is slow due to model import * usage; one report is root cause, the other is the symptom." + }, + { + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Both concern attention behavior, but one is GPT2 backend scaling and the other is Gemma4 bidirectional mask construction; different models and code paths." + "reason": "Different failures: one is a flaky SamHQ integration test missing set_seed, the other is a pytest-xdist race on captured_info.txt." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific errors." + "reason": "Unrelated issues: cache update should use no_grad versus a Python version compatibility problem." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Different models and symptoms; one is an mllama mask-handling bug, the other is a Florence2 training-loss double-shift issue." + "reason": "Different code paths and symptoms: model loading/state_dict ordering versus save_pretrained writing incorrect visual encoder keys." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Vitpose loading failures and empty chat-template input handling are unrelated bugs." + "reason": "Too broad and not the same bug: one is a cache update decorator issue, the other is a generic complaint about many broken models." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are different tokenizer-loading bugs." + "reason": "Unrelated import failure for PyTorch versus a tokenizer loading regression." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are distinct issues." + "reason": "Different Qwen3.5 MoE problems: FP8 save_pretrained behavior versus missing _tp_plan/tensor-parallel metadata." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "PretrainedConfig type checking regression and stale config.dtype after from_config are not the same bug." + "reason": "Both involve CLIP, but the reported defects are different structures/outputs and not the same concrete code-path problem." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." + "reason": "Completely different topics: DSA indexer ReLU discussion versus DeepSeekV3 MoE divergence." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Video processor output shape and AutoProcessor crash without torchvision are different failure modes." + "reason": "Both are import errors, but for different symbols with no evidence they share the same broken export or code path." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Both are tokenizer problems, but they affect different tokenizers and different logic paths." + "reason": "Related model family, but one is a missing tensor-parallel plan field and the other is a generic from_pretrained failure; not enough evidence of the same bug." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "sam3 model-type warning and MobileLLM key error are unrelated loading issues." + "reason": "Different failures: local_files_only still making API requests versus AddedToken receiving duplicate keyword arguments." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:43525", + "right": "issue:47317", "accept": false, - "reason": "Cache-path collisions for local trust_remote_code models and repeated 429 retries in AutoProcessor are different behaviors." + "reason": "Unrelated issues: Llama4Config missing pad_token_id versus a PPFormulaNet training-loss bug." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "PretrainedConfig type checking and CLI completion failures are unrelated." + "reason": "Different missing config fields in different Qwen3.5 MoE config classes; same family, but not the same issue." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained output are different bugs." + "reason": "One is a missing seed in a model integration test; the other is a CI race in patched testing utilities." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error do not describe the same code defect." + "reason": "Unrelated failures: test flakiness versus model loading failure for Phi-4 multimodal." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "AutoProcessor cached_file kwargs propagation and special_tokens list-vs-dict handling are separate issues." + "reason": "Different behavior regressions: tokenization-space handling versus video processor num_frames semantics." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "A testing_utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Different code paths: KV-cache continuation crash in serve versus FileNotFoundError when loading a trust_remote_code model from cache." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:45071", + "right": "issue:47317", "accept": false, - "reason": "A testing_utils bug and xdist race on captured_info.txt are different problems." + "reason": "Unrelated: config type-checking regression versus a training-loss bug." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are unrelated." + "reason": "Tokenizer loading regression and checkpoint reload incompatibility are related to loading, but not the same concrete defect." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift are different model-specific training bugs." + "reason": "Different problems: int4 quantization memory growth versus cross-version checkpoint reload failure." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Both are import errors, but one is a missing internal symbol and the other is a missing top-level AutoImageProcessor export; too broad to treat as the same bug." + "reason": "Different models and defects: no_grad cache update versus a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Tokenizer output changes across versions and a noisy logging message are unrelated." + "reason": "Different import/load failures affecting different mechanisms and symbols." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config loading are distinct issues." + "reason": "Unrelated: offline API requests bug versus GLM-5 RoPE implementation discussion." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer offset mapping and runtime post-processor updates after special-token changes are different tokenizer behaviors." + "reason": "Different areas: CLI/env command behavior versus attention interface register semantics." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "TF32 API guidance and MLA q_a_layernorm precision/config issues are unrelated." + "reason": "Different failures: multimodal token counting helper missing versus cache file not found on trust_remote_code load." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "Different numerical problems in different models; no shared code-path bug is evident." + "reason": "Too generic versus a specific special_tokens attribute error; no evidence of the same root cause." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Missing layer_type_validation import and _torch_extract_fbank_features issues are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformer loading hang and forward-doc confusion are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are different issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Phi-4 multimodal loading failure and broad import errors after upgrade are not the same concrete bug." + "reason": "Cache no_grad decorator issue is unrelated to generation kwargs sync behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:41669 does spell out the import-* cause and the startup cost, and issue:44246 is the matching symptom. The remaining pair verdicts are conservative and do not overclaim duplicates based only on broad topical similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17369,98 +17972,98 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 57, + "review_unit_index": 62, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-528", "nodes": [ - "issue:27957", + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", "issue:41628", - "issue:42371", - "issue:42831", - "issue:43012", - "issue:43066", - "issue:43097", - "issue:43122", - "issue:43208", + "issue:42548", + "issue:42757", + "issue:43299", "issue:43352", - "issue:43441", - "issue:43452", - "issue:43531", - "issue:43577", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", "issue:43673", - "issue:43874", - "issue:43931", - "issue:43986", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", "issue:44038", - "issue:44075", - "issue:44077", - "issue:44117", - "issue:44246", - "issue:44261", - "issue:44263", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", "issue:44360", - "issue:44410", - "issue:44483", - "issue:44484", "issue:44485", - "issue:44493", - "issue:44829", - "issue:44987", - "issue:45003", + "issue:44492", + "issue:44556", + "issue:44961", "issue:45071", - "issue:45310", - "issue:45341", - "issue:45464", - "issue:45478", - "issue:45588", - "issue:45656", - "issue:45753", - "issue:46172", - "issue:46369", - "issue:46752", - "issue:46897", - "issue:46981", - "issue:47116" + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" ], "soft_pairs": [ - "issue:42371|issue:42831", - "issue:44075|issue:45656", - "issue:44483|issue:45464", - "issue:44484|issue:45310", - "issue:43097|issue:44493", - "issue:43066|issue:43122", - "issue:44263|issue:44485", - "issue:44410|issue:45478", - "issue:44077|issue:46981", - "issue:43931|issue:44410", - "issue:43673|issue:45341", - "issue:46752|issue:47116", - "issue:41628|issue:45071", - "issue:43874|issue:44261", - "issue:43441|issue:44829", - "issue:43931|issue:44038", - "issue:27957|issue:43352", - "issue:43012|issue:43577", - "issue:43097|issue:43452", - "issue:44484|issue:45478", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43208|issue:46897", - "issue:44117|issue:44987", - "issue:44261|issue:44485", - "issue:43531|issue:45341", - "issue:43986|issue:45341", - "issue:45003|issue:45341", - "issue:43097|issue:45588", - "issue:44246|issue:46981", - "issue:45753|issue:46369" + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43352|issue:44961", + "issue:43867|issue:47110" ], - "prepared_review_unit_hash": "8248b3b96a1ce1a0e1fcaa0d4538b0553ad45e1e81f7d1caef805afbcce69c58", + "prepared_review_unit_hash": "bbf8ec9d77d0544432c8dd6c518fc187bfd06056d2c30283a3072ae6941fb1f3", "component_budget": { "node_count": 528, "item_count": 528, @@ -17470,803 +18073,813 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36464, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "These are mostly unrelated Transformers bugs that happen to share broad themes like v5 regressions, tokenizer/model loading, or Flash Attention. I found no soft pair that is clearly the same underlying issue, so no duplicates are accepted.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 44483 is the most central high-impact report in this set: it describes a broad user-facing v5 chat/completions API regression with concrete failure, making it a better anchor than the narrower model-specific bugs.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44483 is the best overall representative because it is broad, severe, and likely to subsume nearby chat/completions regression reports better than the model- or implementation-specific items.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "Both are precision-related, but one is TF32 settings and the other is a FineGrainedFP8 accuracy bug; different code paths and failure modes." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Both mention optimizers, but one is SGD args being ignored while the other is double optimizer steps under deepspeed; not the same bug." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Same broad chat/completions area, but 44483 is a general request-acceptance regression while 45464 is a specific Qwen3.5-0.8B streaming failure." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "Unrelated problems: save_pretrained sharding behavior versus a Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Both are v5 regressions, but one is a removed config option and the other is unexpected position-id keys; different underlying defects." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is tokenization output differing across versions; not clearly the same bug." - }, + "analyst_result": null, + "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": 27, + "review_unit_index": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47176" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43572|issue:45850", + "issue:44466|issue:44556", + "issue:44077|issue:44861", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44492|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44655|issue:44861", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "94abee4a01b43082aa2136d005f3a5cf6ddef7596c169e9bdc25a7d036108d18", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39090, + "estimated_input_tokens": 9773, + "estimated_eval_tokens": 19802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated v5-era regressions, model-specific bugs, CLI/import issues, and test failures. The only commonality is very broad \"Transformers 5.x is broken\" sentiment, not a single underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "If forced to pick one anchor, issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is too generic to be a clean canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best available representative of the loose cluster theme because it is the most general report of widespread v5 regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Both are GLM-related, but one is a torch.split/indexing bug and the other is a RoPE implementation issue." + "reason": "Lazy-loading/import behavior vs TensorBoard-without-TF backend error; different bugs." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Different Qwen model families and different failures: missing projections versus a from_pretrained loading error." + "reason": "GLM-5 RoPE math issue vs SmolVLM video-frame meaning/padding issue; unrelated models and code paths." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "PatchTSMixer post_init validation is unrelated to AutoProcessor retry behavior on HTTP 429." + "reason": "Specific processor save_pretrained file omission vs an unspecified bug report." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Both are model-loading/model-structure issues, but they concern different architectures and different missing/mismatched components." + "reason": "Lazy loading performance/correctness vs unsafe sys.modules access in modeling_utils; different failures." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "Generation cache during chunked prefill is unrelated to a testing_utils bug." + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM video processor padding/num_frames bug." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "An empty-list apply_chat_template crash is unrelated to a streaming pipeline regression." + "reason": "Import-star performance regression vs GenerationMixin cache missing during chunked_prefill; not the same defect." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate API regressions." + "reason": "Missing pad_token_id in Llama4Config is specific; 45850 is only a broad umbrella complaint." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Different model-specific issues: missing image-patch counting method versus a missing rms_norm_eps in MLA q_a_layernorm." + "reason": "Different Qwen3-VL issues: 2D box output error vs infinite loop on a specific image." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Both involve flash attention, but one is a model support error and the other is a training degeneration regression in sequence classification." + "reason": "Model-specific output bug vs global PretrainedConfig type-checking regression." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "These both mention Qwen3-VL-Moe, but one is a specific weight-shape mismatch and the other is a broader v5 loading bug without enough evidence they are the same defect." + "reason": "StableLmConfig pad_token_idx regression is distinct from a generic v5 breakage report." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:44466", + "right": "issue:44556", "accept": false, - "reason": "Different models and different flash-attention support complaints; not the same code-path failure." + "reason": "Serialization of tied weights depends on device vs checkpoint reload failure after upgrade; related area but different bug." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Both are dtype-related, but one is a compile-time PyTorch warning and the other is a BLIP2 dtype propagation bug." + "reason": "PatchTSMixer post_init policy issue vs AttributeError in tied-weight-key handling; different code paths." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "A removed config option and a gguf_file loading breakage are unrelated." + "reason": "Broken transformers env CLI vs checkpoint reload incompatibility; not the same underlying issue." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Save-pretrained shard sizing has nothing to do with the Qwen3.5 MoE from_pretrained error." + "reason": "TF32 API migration guidance vs a typo in cache strategies; unrelated." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:45850", + "right": "issue:47059", "accept": false, - "reason": "Both are low-level tensor/code bugs, but in different models and different operations; no shared underlying defect is evident." + "reason": "Generic v5 breakage complaint vs HF Hub CLI completion attribute error in tests." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to deepseek-v4 tensor transposition behavior." + "reason": "Documentation typo vs broad version-breakage umbrella." }, { - "left": "issue:43208", - "right": "issue:46897", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "xLSTM training blockers are unrelated to the Florence2 double-shift loss bug." + "reason": "Import slowness vs lazy loading malfunction; could be adjacent, but not clearly the same bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Both are loading failures, but one is tokenizer-mapping None handling and the other is a specific model loading regression; too little evidence they are the same issue." + "reason": "Sam3 model-type warning vs Liger Kernel not applied with model_init; distinct problems." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Same GLM area, but one is a normalization epsilon config bug and the other is a RoPE implementation issue." + "reason": "Import-time performance from import * vs missing Qwen3_5 symbol export/import failure." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "A torchvision-missing crash in AutoProcessor is unrelated to testing_utils." + "reason": "Test flakiness from missing seed vs inverse_sqrt scheduler ignoring kwargs; different subsystems." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." + "reason": "Python-version compatibility regression vs Qwen3-VL box-output bug." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "A removed config option and a flash_attention.py sink-less-model AttributeError are different failures." + "reason": "position_ids buffer access error vs generic bug report." }, { - "left": "issue:44246", - "right": "issue:46981", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Import slowness and repeated 429 retries are different performance/retry problems." + "reason": "tokenizer_class mismatch in saved config vs generic bug report." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different model/runtime 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": 27, - "review_unit_index": 58, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", - "nodes": [ - "issue:38617", - "issue:42757", - "issue:42890", - "issue:42907", - "issue:43012", - "issue:43064", - "issue:43097", - "issue:43208", - "issue:43502", - "issue:43550", - "issue:43673", - "issue:43873", - "issue:43874", - "issue:43986", - "issue:43992", - "issue:44038", - "issue:44062", - "issue:44117", - "issue:44263", - "issue:44315", - "issue:44351", - "issue:44380", - "issue:44410", - "issue:44451", - "issue:44484", - "issue:44704", - "issue:44936", - "issue:44938", - "issue:45103", - "issue:45375", - "issue:45440", - "issue:45712", - "issue:45753", - "issue:46050", - "issue:46123", - "issue:46172", - "issue:46178", - "issue:46298", - "issue:46365", - "issue:46421", - "issue:46655", - "issue:46664", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821", - "issue:47116", - "issue:47312" - ], - "soft_pairs": [ - "issue:45440|issue:46172", - "issue:43097|issue:46050", - "issue:43986|issue:47312", - "issue:43874|issue:44263", - "issue:44410|issue:45375", - "issue:43673|issue:46123", - "issue:43097|issue:43873", - "issue:44062|issue:44117", - "issue:43012|issue:46821", - "issue:44038|issue:44410", - "issue:38617|issue:42757", - "issue:44117|issue:46701", - "issue:46655|issue:46664", - "issue:43064|issue:44315", - "issue:46298|issue:46752", - "issue:46172|issue:46710", - "issue:43986|issue:44484", - "issue:42890|issue:46298", - "issue:44704|issue:45103", - "issue:38617|issue:44351", - "issue:44936|issue:46365", - "issue:43502|issue:43992", - "issue:44451|issue:47116", - "issue:43208|issue:43550", - "issue:44380|issue:46421", - "issue:44938|issue:46178", - "issue:43064|issue:47116", - "issue:42907|issue:45753", - "issue:43012|issue:43550", - "issue:45712|issue:46298" - ], - "prepared_review_unit_hash": "fd7eb0738d15c0237663bb5c0b5ebf66541fcabf362b73203627cacc4b1c934d", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36381, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This is a loose grab-bag of unrelated Transformers issues/regressions. None of the soft pairs look like the same underlying bug or change; most are only superficially similar by subsystem or model family.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43873 has the strongest signal in the set: the most discussion and inbound references, plus a concrete runtime bug with clear user impact, so it is the best anchor for this heterogeneous cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the highest-signal issue here and the best representative anchor, even though it is not a duplicate of the others.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "AutoProcessor kwargs propagation vs scheduler kwargs handling; unrelated." + }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Different DeepSeek problems: model divergence vs a tensor dtype/transpose bug." + "reason": "CLI env command breakage vs scheduler timescale bug." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43576", + "right": "issue:47176", "accept": false, - "reason": "API removal warning/compat issue vs broken quantized save/load behavior." + "reason": "Broken env command vs command-substitution allowlist bypass; different security/CLI issues." }, { - "left": "issue:43986", - "right": "issue:47312", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Unrelated failures: missing torchvision dependency vs kernel compatibility error." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "Same broad model family, but different code paths: image patch counting vs torch.split indexing." + "reason": "Import performance regression vs a small testing_utils bug." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Both Qwen-related, but one is a missing layer projection bug and the other is a config field being dropped." + "reason": "Pipeline save_pretrained issue vs tied-weight-key AttributeError; different save/export paths." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Cache/memory initialization bug vs pipeline batching logic dropping final results." + "reason": "Import-star slowdown vs missing HybridCache export/import; not the same defect." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Different issues: removed API surface vs offloading/quantization behavior." + "reason": "Python support regression vs missing Qwen3_5ForCausalLM import." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Tokenizer constructor argument error vs tokenizer mapping returning None; distinct failures." + "reason": "Documentation confusion about forward args vs tokenizer loading regression." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:43976", + "right": "issue:47176", "accept": false, - "reason": "PyTorch precision warning vs TimesFM window_size attribute error." + "reason": "Python-version compatibility vs shell-operator allowlist bypass." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "General Qwen3-VL-Moe bug vs specific missing projections in qwen3next layer 0." + "reason": "DeepSeek-V4 gating logic vs tensor transpose bug; not the same change." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43519", + "right": "issue:46655", "accept": false, - "reason": "Both are import errors, but for unrelated symbols and different modules." + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding calculation." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure in DiffusionGemma output handling." + "reason": "Liger Kernel application bug vs flash_attention_3 training degeneration; different mechanisms." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:44485", + "right": "issue:47176", "accept": false, - "reason": "Same model family, but padding calculation and num_frames semantics are distinct bugs." + "reason": "RoPE implementation issue vs shell command substitution security bypass." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "FSDP2 optimizer-state corruption vs Liger Kernel not applied with model_init." + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Noisy logging vs empty-list chat template crash; no shared underlying defect." + "reason": "Broken env CLI vs lazy loading malfunction; adjacent v5 complaints but not one 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": 27, + "review_unit_index": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46144", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:44861|issue:47110", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "b0cc6f883fa1b8584c88f26db05184250799c7c932d5255a6a79e20602174c65", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39769, + "estimated_input_tokens": 9943, + "estimated_eval_tokens": 20142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A few items orbit Flash Attention 2.0, but the soft pairs are largely generic topical overlaps rather than the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45250 is the broadest Flash Attention 2.0 umbrella in the set and best fits the small flash-attention subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28348 is the most concrete and actionable issue, with an explicit model target and a clear requested change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support vs a DeepSeek weight-conversion question; different problem classes." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Tensor operation/type bug vs a model accuracy regression after upgrading Transformers." + "reason": "Different models and failure modes: Gemma-4 audio positional encoding vs CohereASR training-loss shifting." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Missing torchvision import dependency vs save_pretrained shard-size behavior." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; too vague to be the same bug." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:43976", + "right": "issue:47177", "accept": false, - "reason": "Seed-related test flakiness vs logging noise; unrelated." + "reason": "Python version compatibility issue vs a shell command-substitution security bypass; unrelated." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "cached_file kwargs forwarding bug vs docstring parsing crash under future annotations." + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model/code paths." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44485", + "right": "issue:47177", "accept": false, - "reason": "Both are import errors, but they concern different removed/missing symbols and different failure modes." + "reason": "RoPE implementation discussion vs shell-operator command-injection bypass; unrelated." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "trainer.evaluate() state bug vs import failure caused by datasets; not the same issue." + "reason": "Lazy loading malfunction vs inverse_sqrt scheduler kwargs handling; different subsystems." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Offline/local-files-only network leak vs missing embed_tokens weights in UMT5 loading." + "reason": "Processor timestamp bug vs scheduler configuration bug; no concrete overlap." }, { - "left": "issue:44451", - "right": "issue:47116", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Loading a specific model failing vs a streaming pipeline regression." + "reason": "Documentation confusion in forward args vs a Llama 3.2 model-loading breakage; not the same issue." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure." + "reason": "Broken env command vs inability to import a specific Qwen class; different failures." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Attention-scaling config ignored vs lazy cache causing recompilation; different mechanisms." + "reason": "Import-star cleanup proposal vs a Qwen3 VRAM leak; unrelated changes." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "Python 3.14 import failure vs unsupported backend mapping error." + "reason": "Both touch positional encodings, but for different models and distinct bugs." }, { - "left": "issue:43064", - "right": "issue:47116", + "left": "issue:44861", + "right": "issue:47110", "accept": false, - "reason": "Different concrete bugs: distributed optimizer-state issue vs streaming pipeline regression." + "reason": "Tied-weight-key attribute crash vs special_tokens being a list; different code paths." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:45850", + "right": "issue:47177", "accept": false, - "reason": "Dequantized model save failure vs Qwen3_5 image infinite-loop bug." + "reason": "Broad model-breakage complaint vs a file-write/RCE vulnerability; unrelated." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:45850", + "right": "issue:47176", "accept": false, - "reason": "Compilation warning on bfloat16 models vs a specific SDPA compile failure." + "reason": "Broad model-breakage complaint vs shell-command allowlist bypass; unrelated." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "Leftover dummy classes/check_repo failure vs noisy logging; 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": 27, - "review_unit_index": 59, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", - "nodes": [ - "issue:36010", - "issue:36683", - "issue:42175", - "issue:42757", - "issue:42831", - "issue:42890", - "issue:42907", - "issue:43012", - "issue:43064", - "issue:43066", - "issue:43097", - "issue:43208", - "issue:43352", - "issue:43526", - "issue:43582", - "issue:43618", - "issue:43756", - "issue:43761", - "issue:43824", - "issue:43825", - "issue:43827", - "issue:43906", - "issue:43976", - "issue:43992", - "issue:44038", - "issue:44077", - "issue:44162", - "issue:44222", - "issue:44230", - "issue:44261", - "issue:44368", - "issue:44380", - "issue:44483", - "issue:44484", - "issue:44485", - "issue:44514", - "issue:44655", - "issue:44734", - "issue:45478", - "issue:45479", - "issue:45584", - "issue:46132", - "issue:46172", - "issue:46298", - "issue:46365", - "issue:47059", - "issue:47116", - "issue:47276" - ], - "soft_pairs": [ - "issue:42907|issue:44655", - "issue:43066|issue:43906", - "issue:43012|issue:44368", - "issue:43825|issue:44655", - "issue:43992|issue:44484", - "issue:43827|issue:47116", - "issue:43352|issue:43976", - "issue:45584|issue:46365", - "issue:44734|issue:47116", - "issue:44038|issue:44230", - "issue:44162|issue:46172", - "issue:44380|issue:46132", - "issue:43352|issue:44380", - "issue:43097|issue:46298", - "issue:43208|issue:43526", - "issue:44077|issue:46365", - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:43012|issue:47276", - "issue:42757|issue:43824", - "issue:42175|issue:46365", - "issue:44222|issue:45478", - "issue:42890|issue:47059", - "issue:43064|issue:44380", - "issue:43756|issue:44485", - "issue:42831|issue:44261", - "issue:44483|issue:44514", - "issue:36010|issue:42757", - "issue:43618|issue:43761" - ], - "prepared_review_unit_hash": "0945451c34057c47ab6b78b1e8ed59641a04b06f1ba4f7620d6807a6c4232977", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36217, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These are mostly unrelated bug reports, with the soft edges appearing to be title-level similarity rather than true duplicates. I would reject all proposed pairings. No PRs are present. If one issue must anchor the set, 43097 is the broadest, most central v5 regression report.", - "confidence": 0.93, - "canonical_issue_reason": "No single true duplicate cluster emerges, but issue 43097 is the best anchor because it is a broad v5 API regression with inbound references and stronger cross-issue relevance than the others.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 has the clearest standalone triage value: broad impact, explicit breakage, and signs that it is referenced by related reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Qwen3 VRAM leak vs GLM-5 RoPE implementation; no shared concrete defect." + }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Both involve saving, but one is a dequantized-model save failure and the other is Pipeline.save_pretrained; different code paths." + "reason": "TF32 API/settings guidance vs VRAM leak in Qwen3ForCausalLM; unrelated." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43352", + "right": "issue:47177", "accept": false, - "reason": "The second is only a reproduction of another issue; there is no evidence it targets the same tokenizer-decoder bug." + "reason": "Flash Attention support request for Nemotron vs a security file-write exploit; unrelated." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "Different regressions: a PyTorch compile bfloat16 warning versus a tie_word_embeddings config warning." + "reason": "Unexpected network access with local_files_only vs Qwen3VL timestamp bug; different issues." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "One is about pipeline error messaging, the other about pipeline serialization; not the same bug." + "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated bugs." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "Missing embed_tokens.weight loading and a max_shard_size default question are unrelated." + "reason": "Both are tokenizer regressions in v5, but they describe different concrete symptoms and are too broad to treat as duplicates." }, { - "left": "issue:43827", - "right": "issue:47116", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "Docs still referencing pipeline() versus a runtime streaming regression are separate issues." + "reason": "General v5 model breakage vs import failure for Qwen3_5ForCausalLM; different failures." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs missing files on processor.save_pretrained; different behaviors." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue in a MoE indexer vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key crash vs CLI test failure with huggingface_hub 1.22.0; different roots." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak vs a small testing_utils bug; not the same underlying change." }, { "left": "issue:43352", - "right": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Model backend support and Python-version compatibility are unrelated problems." + "reason": "Flash Attention 2.0 support request vs class import failure; distinct issues." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44351", + "right": "issue:46218", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." + "reason": "Missing HybridCache export vs missing Qwen3_5ForCausalLM import; similar symptom, but not enough evidence of the same fix." }, { - "left": "issue:44734", - "right": "issue:47116", + "left": "issue:28348", + "right": "issue:45250", "accept": false, - "reason": "KV-cache indexing crash in serve and streaming pipeline regression are different code paths." + "reason": "Specific GPT2 Flash Attention 2.0 support request vs a broad generic Flash Attention 2.0 issue; same topic, not the same concrete change." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "Both mention Qwen MoE, but one is a transformers 5 bug and the other is fp8 inference support; not the same change." + "reason": "Tied-weight-key crash vs apply_chat_template crash with tool calls; unrelated." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44908", + "right": "issue:44998", "accept": false, - "reason": "ESM2 breakage and deepseek-v4 tensor conversion are distinct model-specific failures." + "reason": "Scheduler kwargs bug vs an unrelated 'Unemployment' issue." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:44998", + "right": "issue:47177", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as AttentionInterface.register behavior change." + "reason": "Completely unrelated topics: unemployment vs command-substitution RCE." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44998", + "right": "issue:47176", "accept": false, - "reason": "A model support gap and a GPT2 backend scaling bug are unrelated." + "reason": "Completely unrelated topics: unemployment vs shell allowlist bypass." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "API removal regression is not the same as a noisy logging message." + "reason": "Cache-strategy typo vs unrelated non-technical issue." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "xLSTM training bugs and BEiT label reduction are unrelated model issues." + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE vs processor.save_pretrained missing files; unrelated." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "Config validation for patchtsmixer is unrelated to importing Trainer." + "reason": "Both mention Flash Attention 2.0, but they are separate model-specific support requests and not the same concrete bug/change." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43618", + "right": "issue:44998", "accept": false, - "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + "reason": "CLIPOutput attentions regression vs unrelated non-technical issue." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:31515", + "right": "issue:38617", "accept": false, - "reason": "FP8 save_pretrained MoE and from_pretrained load errors are related only loosely by model family, not the same bug." + "reason": "Slow from_pretrained loading vs an ImportError for layer_type_validation; different code paths." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Flaky tests due to missing set_seed and a CLI breakage from huggingface_hub are different problems." + "reason": "FP8 support request vs a from_pretrained error; related model family, but different concrete problems." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:29870", + "right": "issue:31515", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + "reason": "BART generate UnboundLocalError vs slow checkpoint loading; unrelated." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:30333", + "right": "issue:31515", "accept": false, - "reason": "Different models and different RoPE implementation complaints; not mergeable as one fix." + "reason": "MLflow reporting on failed jobs vs slow from_pretrained loading; unrelated." }, { - "left": "issue:42831", - "right": "issue:44261", + "left": "issue:31515", + "right": "issue:36296", "accept": false, - "reason": "Both are precision-related, but one is FineGrainedFP8 accuracy and the other is missing rms_norm_eps in MLA." + "reason": "Checkpoint load slowness vs tensor-parallel training bug; different subsystems." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Chat/completions request handling and batched chat-template padding crash are different code paths." + "reason": "Slow loading vs documentation confusion around model.forward args; unrelated." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43298", + "right": "issue:44230", "accept": false, - "reason": "Both are import errors, but for different symbols from different dependencies." + "reason": "Continuous batching for audio models vs FP8 support for Qwen3-VL/Qwen3.5 MoE; different feature requests." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43717", + "right": "issue:46144", "accept": false, - "reason": "Both touch CLIP v5 regressions, but missing attentions and missing hidden_states are distinct failures." + "reason": "Mamba init_weights behavior vs RoFormer attention interface use; unrelated." } ] }, @@ -18281,102 +18894,38 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 60, + "review_unit_index": 65, "review_unit_count": 65, "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-10000-528", "nodes": [ - "issue:29870", - "issue:33453", - "issue:36296", - "issue:36683", - "issue:38617", - "issue:42994", - "issue:43010", - "issue:43064", - "issue:43299", - "issue:43352", - "issue:43475", - "issue:43502", - "issue:43525", - "issue:43575", - "issue:43618", - "issue:43867", - "issue:43976", - "issue:43992", - "issue:44075", - "issue:44077", - "issue:44355", - "issue:44380", - "issue:44393", - "issue:44492", - "issue:44625", - "issue:44655", - "issue:44855", - "issue:44908", - "issue:44938", - "issue:45216", - "issue:45276", - "issue:45278", - "issue:45310", - "issue:45375", - "issue:45593", - "issue:46077", - "issue:46202", - "issue:46365", - "issue:46512", - "issue:46851", - "issue:46877", - "issue:47000", - "issue:47059", - "issue:47110", - "issue:47317", - "issue:47321", - "issue:47332", - "issue:47337" + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" ], "soft_pairs": [ - "issue:38617|issue:43502", - "issue:45276|issue:46077", - "issue:43299|issue:43867", - "issue:43618|issue:44380", - "issue:44655|issue:47321", - "issue:44625|issue:46365", - "issue:42994|issue:44655", - "issue:44655|issue:47332", - "issue:44625|issue:46077", - "issue:43352|issue:45593", - "issue:36683|issue:43475", - "issue:44355|issue:46877", - "issue:36683|issue:44077", - "issue:43976|issue:44938", - "issue:43867|issue:45216", - "issue:46077|issue:46512", - "issue:44938|issue:47059", - "issue:43618|issue:45216", - "issue:36683|issue:47110", - "issue:36683|issue:43525", - "issue:29870|issue:36296", - "issue:44908|issue:46851", - "issue:43992|issue:47317", - "issue:44355|issue:44855", - "issue:43010|issue:45278", - "issue:43064|issue:44492", - "issue:43867|issue:46202", - "issue:44075|issue:46365", - "issue:43992|issue:45310", - "issue:44393|issue:47000", - "issue:29870|issue:33453", - "issue:44393|issue:47337", - "issue:36296|issue:43575", - "issue:43867|issue:45375", - "issue:43618|issue:44077" + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "86f1cee6682c1137487ac0e7a94bc8e8b52d33e11c9d543a7bf575952911116c", + "prepared_review_unit_hash": "137f4f87c0ef24e94e3ec04d11e1f8d3bdef013d00888167f256d9a253af98fb", "component_budget": { "node_count": 528, "item_count": 528, @@ -18386,234 +18935,168 @@ "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37727, - "estimated_input_tokens": 9432, - "estimated_eval_tokens": 19120 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers issues. The soft similarities are usually just shared subsystems, model families, or broad themes like loading/saving, not the same underlying bug.", - "confidence": 0.61, - "canonical_issue_reason": "issue:44655 is the broadest anchor in the set: it concerns a generic `save_pretrained` failure, has inbound references, and is the closest thing here to a reusable serialization-related umbrella issue.", + "summary": "These issues are not duplicates; they cover unrelated bugs and cleanup across different models/components (norms, tokenizers, loss kwargs, config typing, quantization typo, MoE gating, and attention plumbing). The cluster looks like loose semantic similarity rather than one underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster because the topics are unrelated; if forced, issue 42936 is one of the more concrete bug reports, but it does not represent the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44655 is the best representative because it is generic and broadly applicable compared with the many model-specific or version-specific regressions around it.", + "best_issue_reason": "Issue 42936 is the most concrete standalone bug report in the set, but it is not a good global representative because the other issues are on different code paths and model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Different bugs: an import error for `layer_type_validation` vs `local_files_only` still making API calls." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Same model family, but different code paths: token embedding resizing vs bidirectional attention mask construction." - }, - { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42936", + "right": "issue:46018", "accept": false, - "reason": "Both are loading failures, but the symptoms and likely causes differ (`Qwen3VL` MoE load regression vs sorted-state-dict load error)." + "reason": "Different model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code path or same fix." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43668", + "right": "issue:44031", "accept": false, - "reason": "Both mention attentions, but one is CLIP output field assignment and the other is GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Config type-hint typo vs tokenizer regex warning regression. These are unrelated maintenance/behavior issues." }, { - "left": "issue:44655", - "right": "issue:47321", + "left": "issue:42936", + "right": "issue:43240", "accept": false, - "reason": "Unrelated: generic pipeline save failure vs AMD quark class update issue." + "reason": "Mask2Former ignore_value usage and loss-function kwargs plumbing are separate bugs in different parts of the training stack." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43240", + "right": "issue:46144", "accept": false, - "reason": "Different areas entirely: config propagation for Qwen3.5 vs an import failure involving `Trainer` and `datasets`." + "reason": "Loss kwargs not forwarded vs RoFormer attention interface usage. Distinct subsystems and fixes." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:42936", + "right": "issue:44031", "accept": false, - "reason": "Both involve saving, but quantized-model saving and pipeline `save_pretrained` are different failure modes/code paths." + "reason": "Model-specific ignore_value bug is unrelated to a global tokenizer warning after a version bump." }, { - "left": "issue:44655", - "right": "issue:47332", + "left": "issue:42936", + "right": "issue:46144", "accept": false, - "reason": "Both are save-related, but disk-offloaded model saving is a distinct path from pipeline object serialization." + "reason": "Mask2Former loss masking issue and RoFormer attention interface issue are unrelated model implementations." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:42936", + "right": "issue:43813", "accept": false, - "reason": "Different issues: `num_labels` propagation vs Gemma4 bidirectional attention masks." + "reason": "A Mask2Former runtime bug and a quantization attribute typo are not the same underlying problem." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:43668", + "right": "issue:43813", "accept": false, - "reason": "No overlap beyond being model-specific bugs; flash-attn support and denoising/aux-loss behavior are unrelated." + "reason": "ModernBERT config type annotation error vs a quantization typo; both are typos but in different symbols and code paths." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43240", + "right": "issue:43668", "accept": false, - "reason": "Both are missing-attribute errors, but for different models and different missing fields." + "reason": "Loss-kwargs forwarding bug is unrelated to a config type-hint mistake." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:37934", + "right": "issue:43668", "accept": false, - "reason": "One is about compiled Python files failing, the other about import-time docstring lint output; unrelated." + "reason": "RMS norm implementation question vs ModernBERT norm_eps type hint; different models and different defects." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:42936", + "right": "issue:43668", "accept": false, - "reason": "Different config/model issues: missing `vocab_size` vs `post_init` behavior for patchtsmixer." - }, + "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue do not share the same code path or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "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": "946ba167013f470c5dc3c45fde6562de8455f3013656143f27e597fe1a2573c5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated topics: tokenizer truncation behavior, a ReduceLROnPlateau-style training feature, and Wav2Vec2 word time offsets. None looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue among these: the cluster is not a duplicate set, and the issues describe distinct feature requests/problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and self-contained report, but it is still unrelated to the other two and should not be treated as their duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:10519", + "right": "issue:11307", "accept": false, - "reason": "Both are Python-version compatibility reports, but they involve different versions and different breakages." + "reason": "Different domains and requested behavior: truncation strategy vs Wav2Vec2 word boundary timing." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:10519", + "right": "issue:11005", "accept": false, - "reason": "Both concern load/save regressions, but one is sorted state_dict loading and the other is Qwen3.5 checkpoint saving." + "reason": "Completely different feature requests: text truncation option vs learning-rate scheduler functionality." }, { - "left": "issue:46077", - "right": "issue:46512", + "left": "issue:11005", + "right": "issue:11307", "accept": false, - "reason": "Different bugs: Gemma4 attention mask logic vs stale `config.dtype` after `from_config(dtype=...)`." - }, - { - "left": "issue:44938", - "right": "issue:47059", - "accept": false, - "reason": "Different compatibility problems: Python 3.14 loading failure vs `huggingface_hub` CLI completion breakage." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "Different problems: CLIP attentions assignment vs Qwen3.5 checkpoint serialization regression." - }, - { - "left": "issue:36683", - "right": "issue:47110", - "accept": false, - "reason": "Both are attribute-type errors, but they point to different APIs and different data shapes." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Missing `vocab_size` in Gemma3Config is unrelated to `Llama4Config` missing `pad_token_id`." - }, - { - "left": "issue:29870", - "right": "issue:36296", - "accept": false, - "reason": "Different training/inference bugs: Bart generate-time mask initialization vs tensor-parallel training bug." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Scheduler kwargs propagation has nothing to do with Qwen3.5 variable-length `position_ids` handling." - }, - { - "left": "issue:43992", - "right": "issue:47317", - "accept": false, - "reason": "Different domains: missing encoder weights vs a training-loss bug in PPFormulaNet." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Both are Python/import problems, but the causes are different: compiled-file execution vs `torch.jit.script` parsing on Python 3.13." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "No shared underlying bug: cache update no-grad decorator vs broad import errors after version upgrade." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Training/optimizer-state corruption is unrelated to a typo in cache strategy docs or enums." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Both touch loading/serialization, but sorted state_dict loading and Gemma pipeline roundtrip on `\u2581` are different issues." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Unrelated: optimizer argument handling vs import-time `Trainer` failure due to `datasets`." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Both are Qwen3.5 loading issues, but one is missing encoder weights and the other is a MoE `from_pretrained` regression." - }, - { - "left": "issue:44393", - "right": "issue:47000", - "accept": false, - "reason": "Both are vision/detection-flavored, but one is Qwen3-VL bbox output behavior and the other is RTDetrLoss matching infeasibility." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Different failures: Bart generate-time `decoder_attention_mask` bug vs tokenizer loading regression." - }, - { - "left": "issue:44393", - "right": "issue:47337", - "accept": false, - "reason": "Shared bbox vocabulary only; one is a user-facing Qwen3-VL output issue, the other is a flaky bbox-range test." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM while loading a large Qwen model." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Different config/load problems: sorted state_dict loading vs a missing `deepstack_visual_indexes` field in Qwen3.5 vision config." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Both are model-output/config issues, but CLIP attentions and patchtsmixer `post_init` are unrelated." + "reason": "No shared bug/change path; one is about training scheduler behavior, the other about extracting word offsets from speech models." } ] }, @@ -18626,1023 +19109,932 @@ }, { "label": "issue", - "component_index": 1, + "component_index": 3, "component_count": 27, - "review_unit_index": 61, - "review_unit_count": 65, + "review_unit_index": 1, + "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-13244-3", "nodes": [ - "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", - "issue:33453", - "issue:41669", - "issue:42548", - "issue:42890", - "issue:42898", - "issue:43010", - "issue:43065", - "issue:43232", - "issue:43502", - "issue:43525", - "issue:43576", - "issue:43618", - "issue:43723", - "issue:43824", - "issue:43867", - "issue:43874", - "issue:43976", - "issue:44062", - "issue:44112", - "issue:44222", - "issue:44246", - "issue:44351", - "issue:44355", - "issue:44360", - "issue:44387", - "issue:44485", - "issue:44556", - "issue:44734", - "issue:44749", - "issue:44964", - "issue:45071", - "issue:45125", - "issue:45357", - "issue:45375", - "issue:45440", - "issue:45478", - "issue:45561", - "issue:45850", - "issue:46132", - "issue:46285", - "issue:46617", - "issue:46664", - "issue:47110", - "issue:47317" + "issue:13244", + "issue:15980", + "issue:16618" ], "soft_pairs": [ - "issue:41669|issue:44246", - "issue:42890|issue:45561", - "issue:43010|issue:43976", - "issue:43867|issue:45357", - "issue:43010|issue:45850", - "issue:28282|issue:33453", - "issue:44222|issue:45125", - "issue:43618|issue:46285", - "issue:44360|issue:45440", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:43502|issue:44062", - "issue:43525|issue:47317", - "issue:45125|issue:45375", - "issue:42890|issue:44112", - "issue:42890|issue:44964", - "issue:42898|issue:46664", - "issue:44734|issue:46617", - "issue:45071|issue:47317", - "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:43010|issue:43065", - "issue:43824|issue:46617", - "issue:43502|issue:44485", - "issue:43576|issue:46132", - "issue:43874|issue:46617", - "issue:45850|issue:47110", - "issue:30333|issue:33453", - "issue:30990|issue:31795", - "issue:44355|issue:44749", - "issue:43010|issue:43232" + "issue:13244|issue:16618", + "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "51aceb1a850c8f7f88fa5aecc5448363a3903585bc3887a5791210e9e1ae14f6", + "prepared_review_unit_hash": "b90dd86c7dcec97ff7e399dc76320e66b2418c49f3948fad111074e71b8fcdb0", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36591, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "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": true, + "split": false, "analyst_result": { - "summary": "Only one soft pair looks like a true duplicate: import-time slowdown caused by heavy model import side effects. The other pairs are mostly same-surface-area but different bugs or unrelated regressions.", - "confidence": 0.88, - "canonical_issue_reason": "issue:41669 is the better canonical issue because it identifies a concrete root cause (import * in models) and a measurable regression, while the paired issue is just a symptom report about slow imports.", + "summary": "The three issues are only loosely related by model loading/tokenization in Transformers, but they do not appear to describe the same underlying bug. Issue #16618 is the broadest model-loading report, while #15980 is an auth/error-message case and #13244 is a TAPAS tokenization discrepancy.", + "confidence": 0.79, + "canonical_issue_reason": "#16618 is the most general and central issue in the set, describing a concrete model-loading failure rather than a narrower symptom like error messaging or tokenizer mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the strongest issue to anchor the cluster because it is specific, actionable, and likely explains the duplicate symptom in issue:44246.", + "best_issue_reason": "#16618 is the best representative because it is the broadest and most directly about model loading, but the cluster is not strong enough to treat the others as duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Same underlying problem: importing transformers is slow because model imports do too much work; one reports the root cause, the other the symptom." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Both concern tests, but they are different failures in different files and different code paths." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "One is about cache/layer update methods needing no_grad; the other is a Python version compatibility problem." - }, - { - "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "Generic model loading error versus a specific Qwen3.5 save_pretrained regression; different concrete bugs." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "The second is a broad complaint about many breakages, not the same concrete update-method bug." - }, - { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:13244", + "right": "issue:16618", "accept": false, - "reason": "PyTorch import missing error and tokenizer loading regression are unrelated." + "reason": "These concern different problems: TAPAS tokenization mismatch versus a model loading failure for bert-base-uncased. Shared NLP/model context is too broad to indicate the same bug." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:15980", + "right": "issue:16618", "accept": false, - "reason": "Both mention MoE/Qwen-like areas, but one is FP8 save_pretrained and the other is tensor-parallel metadata; not the same bug." - }, + "reason": "Both mention downloading/loading models, but one is specifically about a bad error message for private models without login, while the other is a generic failure to load bert-base-uncased. Different 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": 4, + "component_count": 27, + "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": "658b63e3247bd15d36afd8eadf8db9de89bf8dcc3b95bfd64c990dccb2128831", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community feature requests: one for Flash Attention 2 support and one for GGUF support across more architectures. They share only broad implementation-tracking similarity, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:26350", + "right": "issue:33260", "accept": false, - "reason": "Both involve CLIP changes, but they describe different structural regressions." - }, + "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF architecture support); 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": "issue", + "component_index": 5, + "component_count": 27, + "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-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "a27d89a732e4b19eff3087f0f1efdb78315a72d39256034e01019e586ca3ea05", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18663, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18663, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of distinct i18n translation requests and some repeated/template-like placeholder issues. The only clear duplicate set is the generic placeholder trio with the exact same title; the language-specific translation requests are not duplicates of each other.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43834 is the earliest clean placeholder/template issue and best represents the exact duplicate trio with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative of the duplicated template-based issue set; the other real-language translation issues should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:27088", + "right": "issue:44370", "accept": false, - "reason": "Different models and different functional defects; no shared code-path evidence." + "reason": "Different translation targets; same template body is not enough to make these the same issue." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:27088", + "right": "issue:44365", "accept": false, - "reason": "Both are import errors, but for different symbols with no evidence they share the same root cause." + "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:27088", + "right": "issue:43834", "accept": false, - "reason": "Both are Qwen3.5-related, but one is tensor-parallel planning and the other is a from_pretrained load failure; too broad to merge." + "reason": "Specific Turkish docs translation is distinct from the generic placeholder issue." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:27088", + "right": "issue:47299", "accept": false, - "reason": "Local-files-only network leakage and AddedToken argument handling are unrelated." + "reason": "Different language/content; no clear evidence these are the same task." }, { - "left": "issue:43525", - "right": "issue:47317", + "left": "issue:27088", + "right": "issue:38435", "accept": false, - "reason": "Pad token config error and a training-loss bug are different failures." + "reason": "Turkish and Romanian translation requests are separate issues." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:27088", + "right": "issue:28936", "accept": false, - "reason": "Both are Qwen3.5 config issues, but they are about different missing fields and should be tracked separately." + "reason": "Turkish and Spanish translation requests are different work items." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:28936", + "right": "issue:43834", "accept": false, - "reason": "A flaky SAM HQ integration test and a GraniteSpeech CI device-override failure are not the same issue." + "reason": "Spanish translation request is distinct from the generic template issue." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:28936", + "right": "issue:44365", "accept": false, - "reason": "Test flakiness and a multimodal model loading failure are unrelated." + "reason": "Spanish and generic placeholder issues are not the same underlying request." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:28936", + "right": "issue:38435", "accept": false, - "reason": "Tokenization cleanup behavior and video processor frame semantics are different subsystems." + "reason": "Spanish and Romanian translation requests are separate." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:28936", + "right": "issue:44370", "accept": false, - "reason": "KV-cache continuation crash in serving and trust_remote_code cache file lookup are unrelated." + "reason": "Distinct language-specific request vs generic placeholder issue." }, { - "left": "issue:45071", - "right": "issue:47317", + "left": "issue:38435", + "right": "issue:44370", "accept": false, - "reason": "Type-checking regression and a training-loss bug are not the same code-path problem." + "reason": "Romanian translation request is not the same as the generic placeholder issue." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:38435", + "right": "issue:44365", "accept": false, - "reason": "Tokenizer-loading regression and checkpoint reload failure after upgrade are distinct load-path issues." + "reason": "Distinct translation request; shared template text is insufficient." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:38435", + "right": "issue:43834", "accept": false, - "reason": "Memory regression under int4 quantization is unrelated to checkpoint reload compatibility." + "reason": "Romanian translation issue and placeholder issue are not duplicates." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:38435", + "right": "issue:47299", "accept": false, - "reason": "No_grad decoration for cache updates and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "No clear indication these are the same issue; titles differ substantially." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:38435", + "right": "issue:46226", "accept": false, - "reason": "Missing exported class import and cache FileNotFoundError are different failures." + "reason": "These look like different Thai-language posts; not clearly the same underlying report." }, { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Local-files-only network calls and GLM-5 RoPE implementation are unrelated." + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder title and near-identical template content; clearly duplicate issues." }, { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken env CLI and changed AttentionInterface.register behavior are different issues." + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder issue; no meaningful difference beyond separate filing." }, { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing image-patch helper and trust_remote_code cache loading failure are unrelated." - }, - { - "left": "issue:45850", - "right": "issue:47110", - "accept": false, - "reason": "Broad version complaint and a special_tokens attribute error are not the same concrete bug." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow reporting on failed jobs and tokenizer loading regression do not match." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers loading hang and doc confusion in model.forward are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43834", + "right": "issue:47299", "accept": false, - "reason": "Compiled Python file errors and slower data filtering after upgrade are different problems." + "reason": "Both are malformed/placeholder-like, but the titles are not the same issue and the underlying request is unclear." }, { - "left": "issue:43502", - "right": "issue:43232", - "accept": false, - "reason": "Network access with local_files_only and generation kwargs sync_gpus handling are unrelated." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the only accepted soft pair (issue:41669 \u2194 issue:44246) is a conservative duplicate call based on the shared import-time slowdown symptom with a concrete root-cause issue. The remaining pairs are appropriately rejected as same-surface-area but different bugs or unrelated regressions." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 62, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", - "nodes": [ - "issue:29870", - "issue:30333", - "issue:31795", - "issue:33453", - "issue:34689", - "issue:36296", - "issue:38617", - "issue:41628", - "issue:42548", - "issue:42757", - "issue:43299", - "issue:43352", - "issue:43475", - "issue:43502", - "issue:43525", - "issue:43576", - "issue:43673", - "issue:43824", - "issue:43827", - "issue:43867", - "issue:43901", - "issue:44038", - "issue:44222", - "issue:44230", - "issue:44315", - "issue:44351", - "issue:44355", - "issue:44360", - "issue:44485", - "issue:44492", - "issue:44556", - "issue:44961", - "issue:45071", - "issue:45125", - "issue:45362", - "issue:45375", - "issue:45468", - "issue:45850", - "issue:46095", - "issue:46143", - "issue:46144", - "issue:46209", - "issue:46617", - "issue:46664", - "issue:46726", - "issue:47059", - "issue:47110" - ], - "soft_pairs": [ - "issue:46664|issue:46726", - "issue:43299|issue:44556", - "issue:43502|issue:44222", - "issue:30333|issue:36296", - "issue:29870|issue:31795", - "issue:43827|issue:44961", - "issue:33453|issue:34689", - "issue:46143|issue:46144", - "issue:44222|issue:44230", - "issue:41628|issue:42548", - "issue:43502|issue:44961", - "issue:44355|issue:45071", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:42757|issue:43576", - "issue:43576|issue:47059", - "issue:31795|issue:38617", - "issue:44038|issue:45125", - "issue:36296|issue:43901", - "issue:43475|issue:46617", - "issue:44351|issue:46617", - "issue:44315|issue:44360", - "issue:44230|issue:46095", - "issue:45375|issue:47110", - "issue:45362|issue:45850", - "issue:44485|issue:44961", - "issue:44961|issue:45468", - "issue:43525|issue:47110", - "issue:43673|issue:44492", - "issue:44315|issue:46209", - "issue:43352|issue:44961", - "issue:43867|issue:47110" - ], - "prepared_review_unit_hash": "70b21aa9a0d81be23c1ac3f3edc0e4d2f8aa9015dfe44a2de44eb9f142cab2ba", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36087, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, import errors, model-loading failures, and docs/CLI issues. The soft-similarity links are mostly false positives; none look like the same concrete bug/change. If one issue must represent the cluster, the broad v5-breakage complaint is the closest umbrella.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared \u2018v5 breaks many models\u2019 theme, but it is still too generic to be a true duplicate target for the whole cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best cluster representative because it captures the cross-cutting version-5 regression theme better than the more specific model/import/CLI bugs.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43834", + "right": "issue:46226", "accept": false, - "reason": "Different bugs: video processor frame-count semantics vs missing-vision-backend image processor error." + "reason": "Different title/content; similarity appears to come from a shared template, not the same issue." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43834", + "right": "issue:46931", "accept": false, - "reason": "Both are v5 loading regressions, but they affect different model families and failure modes; too broad to merge." + "reason": "No evidence these malformed titles refer to the same underlying task." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43834", + "right": "issue:46222", "accept": false, - "reason": "Local-files-only network access bug is unrelated to FP8 MoE save_pretrained behavior." + "reason": "Thai text issue and generic placeholder issue are not clearly duplicates." }, { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training failures." + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder/template issue; duplicate filing." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:44365", + "right": "issue:47299", "accept": false, - "reason": "Runtime UnboundLocalError in generate() is unrelated to forward documentation confusion." + "reason": "Different malformed titles; not enough to merge as the same issue." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:44365", + "right": "issue:46226", "accept": false, - "reason": "Docs referencing pipeline() and an unrelated placeholder issue are not the same underlying bug." + "reason": "Shared template similarity only; titles/content do not show the same underlying issue." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:44365", + "right": "issue:46931", "accept": false, - "reason": "Both mention loading regressions, but they concern different code paths and model families; no concrete duplicate evidence." + "reason": "These do not appear to be the same task or report." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44365", + "right": "issue:46222", "accept": false, - "reason": "Closely related RoFormer issues, but one is kwargs propagation and the other is attention-interface usage; not the same exact bug." + "reason": "Different Thai-language content; not clearly duplicates." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44370", + "right": "issue:47299", "accept": false, - "reason": "Both are FP8/MoE-related, but one is save_pretrained and the other is inference support." + "reason": "Placeholder-like titles but not the same specific issue." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44370", + "right": "issue:46226", "accept": false, - "reason": "Different missing symbols with no indication of the same export breakage." + "reason": "Not clearly the same issue; only generic template similarity is visible." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44370", + "right": "issue:46931", "accept": false, - "reason": "Local-files-only network leakage is unrelated to the unrelated placeholder issue." + "reason": "Different titles and no shared concrete bug/change." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44370", + "right": "issue:46222", "accept": false, - "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking regressions." + "reason": "The Thai text issue is distinct from the generic placeholder issue." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:46222", + "right": "issue:47299", "accept": false, - "reason": "CLI env command breakage is unrelated to PretrainedConfig typing." + "reason": "Both are malformed/oddly titled, but there is no concrete proof they represent the same report." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:44370", + "right": "issue:46222", "accept": false, - "reason": "CLI env breakage and missing Qwen2.5-VL export are different code paths." + "reason": "Generic template issue vs Thai text issue; not the same underlying item." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:44365", + "right": "issue:46222", "accept": false, - "reason": "huggingface_hub import failure is not the same as the transformers env CLI regression." + "reason": "Same broad i18n/translation theme, but not the same issue." }, { - "left": "issue:43576", - "right": "issue:47059", + "left": "issue:43834", + "right": "issue:46222", "accept": false, - "reason": "Both involve CLI-ish behavior, but one is a transformers env command issue and the other is a huggingface_hub completion API mismatch." + "reason": "No clear duplicate relationship beyond loose similarity." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:46222", + "right": "issue:46226", "accept": false, - "reason": "Docs confusion around forward arguments is unrelated to an ImportError for layer_type_validation." + "reason": "Very similar Thai phrasing, but not enough evidence to treat as the same issue." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:46226", + "right": "issue:46931", "accept": false, - "reason": "Both touch Qwen3 MoE, but one is a broad model-loading bug and the other is missing tensor-parallel plan metadata." + "reason": "Titles are too different to confidently merge as duplicates." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:46226", + "right": "issue:47299", "accept": false, - "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + "reason": "Similar malformed style, but no concrete same-issue evidence." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:46931", + "right": "issue:47299", "accept": false, - "reason": "SAM3 vision output attribute error is unrelated to trust_remote_code cache loading." - }, - { - "left": "issue:44351", - "right": "issue:46617", + "reason": "Not enough shared concrete content to justify duplicate status." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issues 43834, 44365, and 44370 do share the exact same placeholder title and look like the only clear duplicate set. The language-specific translation requests and the Thai-titled issues are kept separate, which is appropriately conservative given only soft similarity evidence. Soft-edge verdicts do not overstate duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "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:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "56815405a422264536074d255d589ca98f0a45977483c652a5648712da2f1076", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model/feature requests that are textually similar but refer to different models, modalities, or architectural changes. I do not see true duplicates among them, so all soft edges should be rejected. There are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46133 is the most complete and well-discussed request in the set, so it is the best representative anchor if one issue must be chosen, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "46133 has the richest context and discussion, making it the strongest issue to keep as the representative record for this similarity cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", "accept": false, - "reason": "Missing exported symbol and cache FileNotFoundError are different failure modes." + "reason": "Keypoint matcher vs keypoint detector/matcher are different model requests, not the same change." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:36718", + "right": "issue:41115", "accept": false, - "reason": "Liger Kernel/model_init issue is unrelated to the DSA indexer/ReLU discussion." + "reason": "RoMa matcher and MiniCPM3 architecture are unrelated tasks." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:36817", + "right": "issue:41211", "accept": false, - "reason": "FP8 inference support and weight-conversion-script question are not the same bug." + "reason": "EuroBert config support and DEIMv2 are different model additions." }, { - "left": "issue:45375", - "right": "issue:47110", + "left": "issue:36817", + "right": "issue:43671", "accept": false, - "reason": "Missing config field in Qwen3.5-MoE vision is unrelated to special_tokens being a list instead of a dict." + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:36817", + "right": "issue:36879", "accept": false, - "reason": "Qwen3.5-35B chat crash is a specific model bug, while the other is a broad meta-complaint about v5 breakage." + "reason": "A config update for EuroBert is not the same as adding RF-DETR." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:36817", + "right": "issue:42954", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." + "reason": "EuroBert config and XiaoMi MiMo are different models with no shared code path shown." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:36879", + "right": "issue:41211", "accept": false, - "reason": "No relation between the placeholder issue and Gemma-4 audio positional encoding." + "reason": "RF-DETR and DEIMv2 are separate vision models." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:36879", + "right": "issue:43909", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to special_tokens handling." + "reason": "RF-DETR and LFM2.5 Audio target different model families and modalities." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:36879", + "right": "issue:44121", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a cache-strategy typo." + "reason": "RF-DETR vs weight-sparse transformer is not the same implementation change." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:36879", + "right": "issue:43837", "accept": false, - "reason": "Liger Kernel application and FP8 inference on B200 are different performance/compatibility issues." + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." }, { - "left": "issue:43352", - "right": "issue:44961", + "left": "issue:36879", + "right": "issue:43671", "accept": false, - "reason": "Nemotron Flash Attention support and an unrelated placeholder issue are unrelated." + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." }, { - "left": "issue:43867", - "right": "issue:47110", + "left": "issue:37015", + "right": "issue:43837", "accept": false, - "reason": "State-dict sorting load error is unrelated to special_tokens keys/list mismatch." - } - ] - }, - "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": 27, - "review_unit_index": 63, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", - "nodes": [ - "issue:31795", - "issue:33453", - "issue:41669", - "issue:42371", - "issue:42890", - "issue:43408", - "issue:43519", - "issue:43525", - "issue:43572", - "issue:43576", - "issue:43673", - "issue:43976", - "issue:44077", - "issue:44246", - "issue:44273", - "issue:44295", - "issue:44297", - "issue:44315", - "issue:44351", - "issue:44360", - "issue:44393", - "issue:44466", - "issue:44485", - "issue:44492", - "issue:44556", - "issue:44623", - "issue:44655", - "issue:44704", - "issue:44829", - "issue:44861", - "issue:44908", - "issue:45003", - "issue:45071", - "issue:45230", - "issue:45341", - "issue:45381", - "issue:45468", - "issue:45542", - "issue:45753", - "issue:45850", - "issue:46018", - "issue:46172", - "issue:46218", - "issue:46328", - "issue:46655", - "issue:46664", - "issue:47059", - "issue:47176" - ], - "soft_pairs": [ - "issue:44273|issue:45542", - "issue:44485|issue:46664", - "issue:44623|issue:45230", - "issue:44273|issue:45003", - "issue:45381|issue:46664", - "issue:41669|issue:43673", - "issue:43525|issue:45850", - "issue:44393|issue:45753", - "issue:44393|issue:45071", - "issue:43572|issue:45850", - "issue:44466|issue:44556", - "issue:44077|issue:44861", - "issue:43576|issue:44556", - "issue:42371|issue:44492", - "issue:45850|issue:47059", - "issue:44492|issue:45850", - "issue:44246|issue:44273", - "issue:43408|issue:44315", - "issue:41669|issue:46218", - "issue:44492|issue:46328", - "issue:42890|issue:44908", - "issue:43976|issue:44393", - "issue:44295|issue:45230", - "issue:44297|issue:45230", - "issue:44704|issue:44908", - "issue:43576|issue:44908", - "issue:43576|issue:47176", - "issue:44908|issue:45071", - "issue:41669|issue:45341", - "issue:44655|issue:44861", - "issue:41669|issue:44351", - "issue:43976|issue:46218", - "issue:31795|issue:33453", - "issue:43976|issue:47176", - "issue:46018|issue:46172", - "issue:43519|issue:46655", - "issue:44315|issue:44829", - "issue:44485|issue:47176", - "issue:44360|issue:45468", - "issue:43576|issue:44273" - ], - "prepared_review_unit_hash": "94abee4a01b43082aa2136d005f3a5cf6ddef7596c169e9bdc25a7d036108d18", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39090, - "estimated_input_tokens": 9773, - "estimated_eval_tokens": 19802 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated v5-era regressions, model-specific bugs, CLI/import issues, and test failures. The only commonality is very broad \"Transformers 5.x is broken\" sentiment, not a single underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": "If forced to pick one anchor, issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is too generic to be a clean canonical duplicate.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best available representative of the loose cluster theme because it is the most general report of widespread v5 regressions.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "NeoBERT and Qwen3-ASR are different model integrations." + }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:37015", + "right": "issue:44121", "accept": false, - "reason": "Lazy-loading/import behavior vs TensorBoard-without-TF backend error; different bugs." + "reason": "NeoBERT and a sparse-transformer request are unrelated changes." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:37015", + "right": "issue:43909", "accept": false, - "reason": "GLM-5 RoPE math issue vs SmolVLM video-frame meaning/padding issue; unrelated models and code paths." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:36879", + "right": "issue:37015", "accept": false, - "reason": "Specific processor save_pretrained file omission vs an unspecified bug report." + "reason": "RF-DETR and NeoBERT are separate model additions." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:37015", + "right": "issue:42503", "accept": false, - "reason": "Lazy loading performance/correctness vs unsafe sys.modules access in modeling_utils; different failures." + "reason": "NeoBERT and ModernVBERT are distinct model requests." }, { - "left": "issue:45381", - "right": "issue:46664", + "left": "issue:41115", + "right": "issue:43837", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM video processor padding/num_frames bug." + "reason": "MiniCPM3 architecture and Qwen3-ASR are unrelated." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:41115", + "right": "issue:44121", "accept": false, - "reason": "Import-star performance regression vs GenerationMixin cache missing during chunked_prefill; not the same defect." + "reason": "MiniCPM3 architecture and weight-sparse transformer support are different changes." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:41115", + "right": "issue:42503", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is specific; 45850 is only a broad umbrella complaint." + "reason": "MiniCPM3 and ModernVBERT are different model integrations." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:41115", + "right": "issue:45027", "accept": false, - "reason": "Different Qwen3-VL issues: 2D box output error vs infinite loop on a specific image." + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model requests." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:41211", + "right": "issue:43671", "accept": false, - "reason": "Model-specific output bug vs global PretrainedConfig type-checking regression." + "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:42503", + "right": "issue:43837", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is distinct from a generic v5 breakage report." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { - "left": "issue:44466", - "right": "issue:44556", + "left": "issue:42503", + "right": "issue:43671", "accept": false, - "reason": "Serialization of tied weights depends on device vs checkpoint reload failure after upgrade; related area but different bug." + "reason": "ModernVBERT and Qwen3-TTS are different requests." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:42503", + "right": "issue:42954", "accept": false, - "reason": "PatchTSMixer post_init policy issue vs AttributeError in tied-weight-key handling; different code paths." + "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:42738", + "right": "issue:45027", "accept": false, - "reason": "Broken transformers env CLI vs checkpoint reload incompatibility; not the same underlying issue." + "reason": "Generic BERT-like RoPE support and Voxtral TTS support are not the same underlying change." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:42503", + "right": "issue:42738", "accept": false, - "reason": "TF32 API migration guidance vs a typo in cache strategies; unrelated." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only superficially." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:42738", + "right": "issue:42954", "accept": false, - "reason": "Generic v5 breakage complaint vs HF Hub CLI completion attribute error in tests." + "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:42738", + "right": "issue:46653", "accept": false, - "reason": "Documentation typo vs broad version-breakage umbrella." + "reason": "RoPE support request and a user-name issue are clearly unrelated." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:42954", + "right": "issue:44205", "accept": false, - "reason": "Import slowness vs lazy loading malfunction; could be adjacent, but not clearly the same bug." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:42954", + "right": "issue:43671", "accept": false, - "reason": "Sam3 model-type warning vs Liger Kernel not applied with model_init; distinct problems." + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:42954", + "right": "issue:45177", "accept": false, - "reason": "Import-time performance from import * vs missing Qwen3_5 symbol export/import failure." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:42954", + "right": "issue:46653", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "XiaoMi MiMo and a person-name issue are not duplicates." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43671", + "right": "issue:43837", "accept": false, - "reason": "Test flakiness from missing seed vs inverse_sqrt scheduler ignoring kwargs; different subsystems." + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and implementation targets." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:43671", + "right": "issue:45027", "accept": false, - "reason": "Python-version compatibility regression vs Qwen3-VL box-output bug." + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:43671", + "right": "issue:45177", "accept": false, - "reason": "position_ids buffer access error vs generic bug report." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43671", + "right": "issue:44121", "accept": false, - "reason": "tokenizer_class mismatch in saved config vs generic bug report." + "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43837", + "right": "issue:43909", "accept": false, - "reason": "AutoProcessor kwargs propagation vs scheduler kwargs handling; unrelated." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but not the same model or change." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "CLI env command breakage vs scheduler timescale bug." + "reason": "Qwen3-ASR and EUPE are different model families." }, { - "left": "issue:43576", - "right": "issue:47176", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Broken env command vs command-substitution allowlist bypass; different security/CLI issues." + "reason": "Qwen3-ASR and sparse-transformer support are unrelated." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression." + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct requests." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:43909", + "right": "issue:46645", "accept": false, - "reason": "Import performance regression vs a small testing_utils bug." + "reason": "LFM2.5 Audio and Granite SWA+sink support are different model/code changes." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied-weight-key AttributeError; different save/export paths." + "reason": "Sparse-transformer support and EUPE are not the same underlying feature." }, { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "Import-star slowdown vs missing HybridCache export/import; not the same defect." - }, - { - "left": "issue:43976", - "right": "issue:46218", - "accept": false, - "reason": "Python support regression vs missing Qwen3_5ForCausalLM import." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion about forward args vs tokenizer loading regression." - }, - { - "left": "issue:43976", - "right": "issue:47176", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "Python-version compatibility vs shell-operator allowlist bypass." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:37015", + "right": "issue:45027", "accept": false, - "reason": "DeepSeek-V4 gating logic vs tensor transpose bug; not the same change." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding calculation." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different domains." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:45322", + "right": "issue:46133", "accept": false, - "reason": "Liger Kernel application bug vs flash_attention_3 training degeneration; different mechanisms." + "reason": "EUPE and TIPSv2 are separate vision-language model requests." }, { - "left": "issue:44485", - "right": "issue:47176", + "left": "issue:42503", + "right": "issue:46653", "accept": false, - "reason": "RoPE implementation issue vs shell command substitution security bypass." + "reason": "ModernVBERT and a name-only issue are not duplicates." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:45027", + "right": "issue:46653", "accept": false, - "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug." - }, + "reason": "Voxtral TTS support and a person-name issue 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "9acac02c89e623b1165704c8416c2257b302b3c0479d3f467870a4b2e55acc55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the more concrete technical work item; #38740 is a documentation/request-style issue and not the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the best representative of the cluster only because it is the substantive code-change topic; the cluster itself does not form a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:38740", + "right": "issue:46443", "accept": false, - "reason": "Broken env CLI vs lazy loading malfunction; adjacent v5 complaints but not one bug." + "reason": "Different domains and intents: docs/framework listing versus Vision RoPE refactor. They do not describe the same bug or change." } ] }, @@ -19655,410 +20047,57 @@ }, { "label": "issue", - "component_index": 1, + "component_index": 8, "component_count": 27, - "review_unit_index": 64, - "review_unit_count": 65, + "review_unit_index": 1, + "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-41084-2", "nodes": [ - "issue:28348", - "issue:29870", - "issue:30333", - "issue:31515", - "issue:31795", - "issue:34689", - "issue:36296", - "issue:38617", - "issue:41669", - "issue:42371", - "issue:42913", - "issue:43066", - "issue:43298", - "issue:43352", - "issue:43502", - "issue:43519", - "issue:43576", - "issue:43606", - "issue:43618", - "issue:43704", - "issue:43717", - "issue:43976", - "issue:44230", - "issue:44263", - "issue:44273", - "issue:44351", - "issue:44485", - "issue:44492", - "issue:44623", - "issue:44861", - "issue:44908", - "issue:44998", - "issue:45230", - "issue:45250", - "issue:45290", - "issue:45310", - "issue:45341", - "issue:45468", - "issue:45850", - "issue:46095", - "issue:46144", - "issue:46218", - "issue:46894", - "issue:47059", - "issue:47110", - "issue:47176", - "issue:47177" + "issue:41084", + "issue:43037" ], "soft_pairs": [ - "issue:43298|issue:46095", - "issue:45468|issue:46894", - "issue:45230|issue:45310", - "issue:43976|issue:47177", - "issue:43519|issue:44485", - "issue:44485|issue:47177", - "issue:44273|issue:44908", - "issue:43519|issue:44908", - "issue:31795|issue:34689", - "issue:43576|issue:46218", - "issue:41669|issue:43704", - "issue:44485|issue:45468", - "issue:44861|issue:47110", - "issue:45850|issue:47177", - "issue:45850|issue:47176", - "issue:43704|issue:44485", - "issue:42371|issue:43704", - "issue:43352|issue:47177", - "issue:43502|issue:43519", - "issue:43606|issue:45468", - "issue:42913|issue:43066", - "issue:45850|issue:46218", - "issue:43519|issue:44623", - "issue:44263|issue:45468", - "issue:44861|issue:47059", - "issue:43704|issue:45341", - "issue:43352|issue:46218", - "issue:44351|issue:46218", - "issue:28348|issue:45250", - "issue:44861|issue:45290", - "issue:44908|issue:44998", - "issue:44998|issue:47177", - "issue:44998|issue:47176", - "issue:44492|issue:44998", - "issue:44230|issue:44623", - "issue:28348|issue:43352", - "issue:43618|issue:44998", - "issue:31515|issue:38617", - "issue:44230|issue:45310", - "issue:29870|issue:31515", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:43298|issue:44230", - "issue:43717|issue:46144" + "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "36f11f9aac67352be2e15b62b89ab192ed723469e12e2bebd4bfed47c182a1f3", + "prepared_review_unit_hash": "514f48fb049fcc94efe4d7443ca5536128db78b777950be50bc3f9ce571da0b6", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 45, - "serialized_chars": 39769, - "estimated_input_tokens": 9943, - "estimated_eval_tokens": 20142 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": true, + "split": false, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar by vocabulary and refer to different models, code paths, or even unrelated subsystems. I found no safe duplicate merges.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is safe here; the items span unrelated topics (flash-attention, tokenizer v5, loading, CLI, security, training, audio, etc.), so the apparent matches are mostly surface-level.", + "summary": "These two issues do not look like duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The only similarity is a broad LLM/runtime context, which is too weak to merge them.", + "confidence": 0.93, + "canonical_issue_reason": "issue #43037 is the more specific and actionable request; #41084 is too terse/ambiguous to serve as a strong canonical anchor.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally representative enough to anchor deduping. If forced, the broadest titles are still too vague to be reliable canonicals.", + "best_issue_reason": "#43037 is the best representative if one must be chosen because it clearly states the target model/version and the scope of the request.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Audio continuous batching support vs a from_pretrained weight-conversion question; unrelated request types." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Both mention audio, but one is Gemma-4 positional encoding and the other is a CohereASR training-loss shift bug; different code paths." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same issue." - }, - { - "left": "issue:43976", - "right": "issue:47177", - "accept": false, - "reason": "Python version compatibility issue vs a shell-command injection/security bug; unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different models and bugs." - }, - { - "left": "issue:44485", - "right": "issue:47177", - "accept": false, - "reason": "RoPE implementation bug vs command-substitution allowlist bypass; unrelated." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading failure vs inverse_sqrt scheduler kwargs handling; unrelated subsystems." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Processor timestamp math vs scheduler kwargs plumbing; no shared underlying bug." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion in forward args vs a Llama 3.2 model-loading regression; different problems." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken env CLI command vs import failure for a model class; unrelated." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star cleanup/performance issue vs VRAM leak in multithreaded dataloading; unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "Both are model-specific positional/attention work, but for different models and implementations; not the same bug." - }, - { - "left": "issue:44861", - "right": "issue:47110", - "accept": false, - "reason": "Tied-weights helper crash vs special_tokens dict/list misuse; unrelated." - }, - { - "left": "issue:45850", - "right": "issue:47177", - "accept": false, - "reason": "Broad version-breakage complaint vs tar/zip slip RCE; unrelated." - }, - { - "left": "issue:45850", - "right": "issue:47176", - "accept": false, - "reason": "Broad version-breakage complaint vs shell-operator allowlist bypass; unrelated." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in threaded dataloaders vs GLM-5 RoPE implementation; different code paths." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 settings API guidance vs VRAM leak bug; unrelated." - }, - { - "left": "issue:43352", - "right": "issue:47177", - "accept": false, - "reason": "Flash-Attention support gap for Nemotron vs a filesystem-to-RCE security issue; unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only network regression vs Qwen3VL timestamp bug; unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU-offload device mismatch for suno/bark-small vs Gemma-4 audio positional encoding; both audio-adjacent but different failures." - }, - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "Both are tokenizer v5 complaints, but one is generic behavior drift and the other is a specific decoder-type bug; too broad to merge." - }, - { - "left": "issue:45850", - "right": "issue:46218", - "accept": false, - "reason": "General 'v5 breaks many models' complaint vs a specific import failure; not the same underlying issue." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Processor timestamp calculation vs missing files on save_pretrained; unrelated processor bugs." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "torch.split return handling in a MoE indexer vs Gemma-4 audio positional encoding; unrelated." - }, - { - "left": "issue:44861", - "right": "issue:47059", - "accept": false, - "reason": "Tied-weight-key crash vs CLI test failure with huggingface_hub; unrelated." - }, - { - "left": "issue:43704", - "right": "issue:45341", - "accept": false, - "reason": "VRAM leak bug vs a testing_utils issue; unrelated." - }, - { - "left": "issue:43352", - "right": "issue:46218", - "accept": false, - "reason": "Flash-Attention support request vs import failure for Qwen3_5ForCausalLM; unrelated." - }, - { - "left": "issue:44351", - "right": "issue:46218", - "accept": false, - "reason": "Different import errors for different symbols; no shared root cause established." - }, - { - "left": "issue:28348", - "right": "issue:45250", - "accept": false, - "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support request vs a generic Flash Attention 2.0 issue title; too little evidence they are the same bug/change." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Tied-weights helper crash vs chat-template crash on tool-call messages; different code paths." - }, - { - "left": "issue:44908", - "right": "issue:44998", - "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated placeholder 'Unemployment' issue." - }, - { - "left": "issue:44998", - "right": "issue:47177", - "accept": false, - "reason": "Completely unrelated placeholder issue vs a security vulnerability." - }, - { - "left": "issue:44998", - "right": "issue:47176", - "accept": false, - "reason": "Completely unrelated placeholder issue vs a shell-operator bypass vulnerability." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "Typo in cache strategies vs unrelated placeholder issue." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 model support request vs missing files in processor.save_pretrained; unrelated." - }, - { - "left": "issue:28348", - "right": "issue:43352", - "accept": false, - "reason": "Both concern Flash Attention 2.0 support, but for different models and likely different implementation gaps; not clearly the same fix." - }, - { - "left": "issue:43618", - "right": "issue:44998", - "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Slow from_pretrained loading vs an ImportError for layer_type_validation; unrelated." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "One is FP8 support for Qwen3-VL/Qwen3.5 MoE, the other is a from_pretrained regression; not the same bug." - }, - { - "left": "issue:29870", - "right": "issue:31515", - "accept": false, - "reason": "BART generate decoder_attention_mask error vs slow checkpoint loading; unrelated." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLflow reporting on failed training vs slow from_pretrained loading; unrelated." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Checkpoint loading slowness vs tensor-parallel training bug; unrelated." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Performance problem loading checkpoints vs documentation confusion about forward inputs; unrelated." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching audio-model support vs FP8 support request; different features." - }, - { - "left": "issue:43717", - "right": "issue:46144", + "left": "issue:41084", + "right": "issue:43037", "accept": false, - "reason": "Mamba init_weights usage vs RoFormer attention interface; unrelated model internals." + "reason": "Different underlying requests: 'Set Block Decoding' is a decoding/feature change, while 'DeepSeek v3.2 support' is a model-support request. No shared targets/files or evidence of the same bug/change." } ] }, @@ -20071,133 +20110,57 @@ }, { "label": "issue", - "component_index": 1, + "component_index": 9, "component_count": 27, - "review_unit_index": 65, - "review_unit_count": 65, + "review_unit_index": 1, + "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-41306-2", "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43813", - "issue:44031", - "issue:46018", - "issue:46144" + "issue:41306", + "issue:41826" ], "soft_pairs": [ - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43668|issue:43813", - "issue:43240|issue:43668", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "137f4f87c0ef24e94e3ec04d11e1f8d3bdef013d00888167f256d9a253af98fb", + "prepared_review_unit_hash": "5454ef04d14059b9cfd9c41b4ec70e5b72805efdf7857cb58f0419d913daab66", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7774, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": true, + "split": false, "analyst_result": { - "summary": "These issues are not duplicates; they cover unrelated bugs and cleanup across different models/components (norms, tokenizers, loss kwargs, config typing, quantization typo, MoE gating, and attention plumbing). The cluster looks like loose semantic similarity rather than one underlying defect.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits this cluster because the topics are unrelated; if forced, issue 42936 is one of the more concrete bug reports, but it does not represent the rest.", + "summary": "The two issues are unrelated feature requests: one asks for a `from_pretrained()` flag for FLCE/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate: issue 41306 is about exposing an FLCE flag in `from_pretrained()`, while issue 41826 is about adding TiledMLP support; they target different components and different changes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42936 is the most concrete standalone bug report in the set, but it is not a good global representative because the other issues are on different code paths and model families.", + "best_issue_reason": "If one issue must be kept as the cluster representative, 41306 is the more concrete, narrowly scoped API request. 41826 is a separate architecture/integration feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Different model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code path or same fix." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "Config type-hint typo vs tokenizer regex warning regression. These are unrelated maintenance/behavior issues." - }, - { - "left": "issue:42936", - "right": "issue:43240", - "accept": false, - "reason": "Mask2Former ignore_value usage and loss-function kwargs plumbing are separate bugs in different parts of the training stack." - }, - { - "left": "issue:43240", - "right": "issue:46144", - "accept": false, - "reason": "Loss kwargs not forwarded vs RoFormer attention interface usage. Distinct subsystems and fixes." - }, - { - "left": "issue:42936", - "right": "issue:44031", - "accept": false, - "reason": "Model-specific ignore_value bug is unrelated to a global tokenizer warning after a version bump." - }, - { - "left": "issue:42936", - "right": "issue:46144", - "accept": false, - "reason": "Mask2Former loss masking issue and RoFormer attention interface issue are unrelated model implementations." - }, - { - "left": "issue:42936", - "right": "issue:43813", - "accept": false, - "reason": "A Mask2Former runtime bug and a quantization attribute typo are not the same underlying problem." - }, - { - "left": "issue:43668", - "right": "issue:43813", - "accept": false, - "reason": "ModernBERT config type annotation error vs a quantization typo; both are typos but in different symbols and code paths." - }, - { - "left": "issue:43240", - "right": "issue:43668", - "accept": false, - "reason": "Loss-kwargs forwarding bug is unrelated to a config type-hint mistake." - }, - { - "left": "issue:37934", - "right": "issue:43668", - "accept": false, - "reason": "RMS norm implementation question vs ModernBERT norm_eps type hint; different models and different defects." - }, - { - "left": "issue:42936", - "right": "issue:43668", + "left": "issue:41306", + "right": "issue:41826", "accept": false, - "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue do not share the same code path or fix." + "reason": "Different feature requests in different areas of the model stack; no shared bug or mergeable code change." } ] }, @@ -20210,72 +20173,57 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 10, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10519-3", + "cluster_id": "cluster-43598-2", "nodes": [ - "issue:10519", - "issue:11005", - "issue:11307" + "issue:43598", + "issue:43600" ], "soft_pairs": [ - "issue:10519|issue:11307", - "issue:10519|issue:11005", - "issue:11005|issue:11307" + "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "946ba167013f470c5dc3c45fde6562de8455f3013656143f27e597fe1a2573c5", + "prepared_review_unit_hash": "5f6fb9ab439a02e049e9ed0d50994bd55396626bbbf4584d1e4d3dab9e1284e5", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are about unrelated topics: tokenizer truncation behavior, a ReduceLROnPlateau-style training feature, and Wav2Vec2 word time offsets. None looks like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue among these: the cluster is not a duplicate set, and the issues describe distinct feature requests/problems.", + "summary": "These are two separate Trainer-related feature requests: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue 43598 is the better representative of the cluster because it is a concrete Trainer behavior/customization request and is the broader of the two topics.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and self-contained report, but it is still unrelated to the other two and should not be treated as their duplicate.", + "best_issue_reason": "issue 43598 is the strongest issue candidate for the cluster since it targets a specific Trainer control-flow customization problem rather than a narrower accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:10519", - "right": "issue:11307", - "accept": false, - "reason": "Different domains and requested behavior: truncation strategy vs Wav2Vec2 word boundary timing." - }, - { - "left": "issue:10519", - "right": "issue:11005", - "accept": false, - "reason": "Completely different feature requests: text truncation option vs learning-rate scheduler functionality." - }, - { - "left": "issue:11005", - "right": "issue:11307", + "left": "issue:43598", + "right": "issue:43600", "accept": false, - "reason": "No shared bug/change path; one is about training scheduler behavior, the other about extracting word offsets from speech models." + "reason": "Different problems: one is about column-pruning customization in `Trainer`, the other is about FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same issue." } ] }, @@ -20288,65 +20236,57 @@ }, { "label": "issue", - "component_index": 3, + "component_index": 11, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-13244-3", + "cluster_id": "cluster-43684-2", "nodes": [ - "issue:13244", - "issue:15980", - "issue:16618" + "issue:43684", + "issue:44405" ], "soft_pairs": [ - "issue:13244|issue:16618", - "issue:15980|issue:16618" + "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "b90dd86c7dcec97ff7e399dc76320e66b2418c49f3948fad111074e71b8fcdb0", + "prepared_review_unit_hash": "6319df1281d1e0517c440ba43cc65667740cdec7ba12295aba45b15525708b99", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "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": "The three issues are only loosely related by model loading/tokenization in Transformers, but they do not appear to describe the same underlying bug. Issue #16618 is the broadest model-loading report, while #15980 is an auth/error-message case and #13244 is a TAPAS tokenization discrepancy.", - "confidence": 0.79, - "canonical_issue_reason": "#16618 is the most general and central issue in the set, describing a concrete model-loading failure rather than a narrower symptom like error messaging or tokenizer mismatch.", + "summary": "These two issues are about different Qwen model support requests: one asks for Qwen3-Omni auto-class registration, the other asks for sequence-classification support for Qwen3.5. They are related only at a very broad theme level, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader, more central request: it targets core AutoModel registration plumbing for Qwen3-Omni, while 44405 is a separate task-specific support request for Qwen3.5 sequence classification.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative because it is the broadest and most directly about model loading, but the cluster is not strong enough to treat the others as duplicates of it.", + "best_issue_reason": "43684 is the better representative issue for the cluster because it reflects the main framework-level missing registration problem; 44405 is narrower and concerns a different model family and task.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:13244", - "right": "issue:16618", - "accept": false, - "reason": "These concern different problems: TAPAS tokenization mismatch versus a model loading failure for bert-base-uncased. Shared NLP/model context is too broad to indicate the same bug." - }, - { - "left": "issue:15980", - "right": "issue:16618", + "left": "issue:43684", + "right": "issue:44405", "accept": false, - "reason": "Both mention downloading/loading models, but one is specifically about a bad error message for private models without login, while the other is a generic failure to load bert-base-uncased. Different underlying issue." + "reason": "Different model families and different capabilities: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They do not appear to be the same underlying bug or change." } ] }, @@ -20359,798 +20299,487 @@ }, { "label": "issue", - "component_index": 4, + "component_index": 12, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-26350-2", + "cluster_id": "cluster-43835-4", "nodes": [ - "issue:26350", - "issue:33260" + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" ], "soft_pairs": [ - "issue:26350|issue:33260" - ], - "prepared_review_unit_hash": "658b63e3247bd15d36afd8eadf8db9de89bf8dcc3b95bfd64c990dccb2128831", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "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": "20740f9652a57766b206d0ffc0065cff55a52053e601c24f48fef41f202fad4a", + "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": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "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": "These are two unrelated community feature requests: one for Flash Attention 2 support and one for GGUF support across more architectures. They share only broad implementation-tracking similarity, not the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Three issues share the same placeholder title \"huggingface\", but the evidence is too thin to confirm duplicates, so all pairwise soft edges should remain unaccepted. The \"Fett\" issue looks unrelated. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43845 is a reasonable canonical choice as the earliest of the identical-title \"huggingface\" reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43845 is the best issue representative because it is the earliest of the matching-title reports, but the cluster is not strong enough to treat the others as confirmed duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:26350", - "right": "issue:33260", + "left": "issue:43835", + "right": "issue:43845", "accept": false, - "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF architecture support); not the same bug or change." + "reason": "Different titles and no concrete shared bug details beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the \"huggingface\" reports and lacks common context." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title, but only placeholder-level similarity is visible; not enough to confirm a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title and close timing, but no concrete report details tie them to the same bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title alone is insufficient here; there are no shared specifics to justify merging them." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is partly grounded (three issues share the same title), but the soft-edge verdicts overstate the evidence. The packet\u2019s deterministic_accept is false for all pairs, so marking 43845-43846, 43845-43859, and 43846-43859 as true is not conservative enough. The canonical-issue choice of 43845 is fine as the earliest of the similar-title issues, but the duplicate conclusions should remain unaccepted." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 5, + "component_index": 13, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-27088-10", + "cluster_id": "cluster-44371-6", "nodes": [ - "issue:27088", - "issue:28936", - "issue:38435", - "issue:43834", - "issue:44365", - "issue:44370", - "issue:46222", - "issue:46226", - "issue:46931", - "issue:47299" + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" ], "soft_pairs": [ - "issue:27088|issue:44370", - "issue:27088|issue:44365", - "issue:27088|issue:43834", - "issue:27088|issue:47299", - "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:47299", - "issue:38435|issue:46226", - "issue:43834|issue:44370", - "issue:43834|issue:44365", - "issue:43834|issue:47299", - "issue:43834|issue:46226", - "issue:43834|issue:46931", - "issue:44365|issue:44370", - "issue:44365|issue:47299", - "issue:44365|issue:46226", - "issue:44365|issue:46931", - "issue:44370|issue:47299", - "issue:44370|issue:46226", - "issue:44370|issue:46931", - "issue:46222|issue:47299", - "issue:44370|issue:46222", - "issue:44365|issue:46222", - "issue:43834|issue:46222", - "issue:46222|issue:46226", - "issue:46226|issue:46931", - "issue:46226|issue:47299", - "issue:46931|issue:47299" + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "a27d89a732e4b19eff3087f0f1efdb78315a72d39256034e01019e586ca3ea05", + "prepared_review_unit_hash": "4e3f4d8deae0f2359307d1d45e7744f01ce029a1c0ccfac8d471e7940b19d972", "component_budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 35, - "serialized_chars": 18663, - "estimated_input_tokens": 4666, - "estimated_eval_tokens": 9588 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 35, - "serialized_chars": 18663, - "estimated_input_tokens": 4666, - "estimated_eval_tokens": 9588 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct i18n translation requests and some repeated/template-like placeholder issues. The only clear duplicate set is the generic placeholder trio with the exact same title; the language-specific translation requests are not duplicates of each other.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43834 is the earliest clean placeholder/template issue and best represents the exact duplicate trio with the same title.", + "summary": "This cluster is mostly low-signal spam/placeholder issues with no concrete bug reports; the titles and bodies are too thin to justify merging any pair as true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44371 is the earliest clear placeholder/spam report and is representative of the repeated '' entries in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best representative of the duplicated template-based issue set; the other real-language translation issues should remain separate.", + "best_issue_reason": "Issue 44371 is the best representative because it is an early, generic spam placeholder with no unique technical content.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27088", - "right": "issue:44370", + "left": "issue:44371", + "right": "issue:44572", "accept": false, - "reason": "Different translation targets; same template body is not enough to make these the same issue." + "reason": "Both are generic spam placeholders, but there is no evidence of the same underlying bug or a concrete shared report beyond the title token." }, { - "left": "issue:27088", - "right": "issue:44365", + "left": "issue:44371", + "right": "issue:44573", "accept": false, - "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." + "reason": "Same as above: near-identical placeholder titles, but no substantive description or common bug context to confirm duplication." }, { - "left": "issue:27088", - "right": "issue:43834", + "left": "issue:44371", + "right": "issue:44418", "accept": false, - "reason": "Specific Turkish docs translation is distinct from the generic placeholder issue." + "reason": "One is a '' placeholder and the other is a documentation-suggestion title; they do not describe the same issue." }, { - "left": "issue:27088", - "right": "issue:47299", + "left": "issue:44371", + "right": "issue:47036", "accept": false, - "reason": "Different language/content; no clear evidence these are the same task." + "reason": "The titles point to unrelated spam/marketing-like content rather than the same concrete problem." }, { - "left": "issue:27088", - "right": "issue:38435", + "left": "issue:44371", + "right": "issue:44937", "accept": false, - "reason": "Turkish and Romanian translation requests are separate issues." + "reason": "Different placeholder/marketing-style titles with no shared technical symptom or explicit linkage." }, { - "left": "issue:27088", - "right": "issue:28936", + "left": "issue:44418", + "right": "issue:44572", "accept": false, - "reason": "Turkish and Spanish translation requests are different work items." + "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying issue." }, { - "left": "issue:28936", - "right": "issue:43834", + "left": "issue:44418", + "right": "issue:44573", "accept": false, - "reason": "Spanish translation request is distinct from the generic template issue." + "reason": "These titles describe different kinds of low-content reports, not one shared bug or request." }, { - "left": "issue:28936", - "right": "issue:44365", + "left": "issue:44572", + "right": "issue:44573", "accept": false, - "reason": "Spanish and generic placeholder issues are not the same underlying request." + "reason": "Both are '' titles, but the available evidence does not show the same report or a concrete shared defect." }, { - "left": "issue:28936", - "right": "issue:38435", + "left": "issue:44572", + "right": "issue:47036", "accept": false, - "reason": "Spanish and Romanian translation requests are separate." + "reason": "No shared technical content; one is spam-like, the other is a community benchmark tip." }, { - "left": "issue:28936", - "right": "issue:44370", + "left": "issue:44572", + "right": "issue:44937", "accept": false, - "reason": "Distinct language-specific request vs generic placeholder issue." + "reason": "The titles are unrelated and do not indicate the same bug or change." }, { - "left": "issue:38435", - "right": "issue:44370", + "left": "issue:44573", + "right": "issue:47036", "accept": false, - "reason": "Romanian translation request is not the same as the generic placeholder issue." + "reason": "No evidence of a common underlying issue; the subject matter differs completely." }, { - "left": "issue:38435", - "right": "issue:44365", - "accept": false, - "reason": "Distinct translation request; shared template text is insufficient." - }, - { - "left": "issue:38435", - "right": "issue:43834", - "accept": false, - "reason": "Romanian translation issue and placeholder issue are not duplicates." - }, - { - "left": "issue:38435", - "right": "issue:47299", - "accept": false, - "reason": "No clear indication these are the same issue; titles differ substantially." - }, - { - "left": "issue:38435", - "right": "issue:46226", - "accept": false, - "reason": "These look like different Thai-language posts; not clearly the same underlying report." - }, - { - "left": "issue:43834", - "right": "issue:44370", - "accept": true, - "reason": "Exact same placeholder title and near-identical template content; clearly duplicate issues." - }, - { - "left": "issue:43834", - "right": "issue:44365", - "accept": true, - "reason": "Same generic placeholder issue; no meaningful difference beyond separate filing." - }, - { - "left": "issue:43834", - "right": "issue:47299", - "accept": false, - "reason": "Both are malformed/placeholder-like, but the titles are not the same issue and the underlying request is unclear." - }, - { - "left": "issue:43834", - "right": "issue:46226", - "accept": false, - "reason": "Different title/content; similarity appears to come from a shared template, not the same issue." - }, - { - "left": "issue:43834", - "right": "issue:46931", - "accept": false, - "reason": "No evidence these malformed titles refer to the same underlying task." - }, - { - "left": "issue:43834", - "right": "issue:46222", + "left": "issue:44573", + "right": "issue:44937", "accept": false, - "reason": "Thai text issue and generic placeholder issue are not clearly duplicates." - }, + "reason": "These are different low-information reports with no shared concrete code-path or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "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": "d9c47650803e07b8f0029f3507580e8cec7c39678bda7b11c2eff30da33925f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and strong metadata similarity, so they are likely duplicates and should be clustered together, with the earlier issue as the canonical representative.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier issue and shares the same title and close overall metadata with #45151, so it is the best canonical issue for the likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the cleanest representative because it was created first and appears to describe the same report as #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:44365", - "right": "issue:44370", + "left": "issue:45145", + "right": "issue:45151", "accept": true, - "reason": "Exact same placeholder/template issue; duplicate filing." - }, - { - "left": "issue:44365", - "right": "issue:47299", - "accept": false, - "reason": "Different malformed titles; not enough to merge as the same issue." - }, - { - "left": "issue:44365", - "right": "issue:46226", - "accept": false, - "reason": "Shared template similarity only; titles/content do not show the same underlying issue." - }, - { - "left": "issue:44365", - "right": "issue:46931", - "accept": false, - "reason": "These do not appear to be the same task or report." - }, - { - "left": "issue:44365", - "right": "issue:46222", - "accept": false, - "reason": "Different Thai-language content; not clearly duplicates." - }, - { - "left": "issue:44370", - "right": "issue:47299", - "accept": false, - "reason": "Placeholder-like titles but not the same specific issue." - }, - { - "left": "issue:44370", - "right": "issue:46226", - "accept": false, - "reason": "Not clearly the same issue; only generic template similarity is visible." - }, - { - "left": "issue:44370", - "right": "issue:46931", - "accept": false, - "reason": "Different titles and no shared concrete bug/change." - }, - { - "left": "issue:44370", - "right": "issue:46222", - "accept": false, - "reason": "The Thai text issue is distinct from the generic placeholder issue." - }, - { - "left": "issue:46222", - "right": "issue:47299", - "accept": false, - "reason": "Both are malformed/oddly titled, but there is no concrete proof they represent the same report." - }, - { - "left": "issue:44370", - "right": "issue:46222", - "accept": false, - "reason": "Generic template issue vs Thai text issue; not the same underlying item." - }, - { - "left": "issue:44365", - "right": "issue:46222", - "accept": false, - "reason": "Same broad i18n/translation theme, but not the same issue." - }, - { - "left": "issue:43834", - "right": "issue:46222", - "accept": false, - "reason": "No clear duplicate relationship beyond loose similarity." - }, - { - "left": "issue:46222", - "right": "issue:46226", - "accept": false, - "reason": "Very similar Thai phrasing, but not enough evidence to treat as the same issue." - }, - { - "left": "issue:46226", - "right": "issue:46931", - "accept": false, - "reason": "Titles are too different to confidently merge as duplicates." - }, - { - "left": "issue:46226", - "right": "issue:47299", - "accept": false, - "reason": "Similar malformed style, but no concrete same-issue evidence." - }, - { - "left": "issue:46931", - "right": "issue:47299", - "accept": false, - "reason": "Not enough shared concrete content to justify duplicate status." + "reason": "Likely duplicate pair: the titles are identical and the available metadata is very similar, though the packet does not expose the bodies or prove the scope is identical." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: issues 43834, 44365, and 44370 do share the exact same placeholder title and look like the only clear duplicate set. The language-specific translation requests and the Thai-titled issues are kept separate, which is appropriately conservative given only soft similarity evidence. Soft-edge verdicts do not overstate duplicates." + "accept": false, + "feedback": "The cluster is plausible, but the analyst overstates the evidence. The packet supports identical titles and strong soft similarity, but it does not show the issue bodies or any direct proof that the content is \"indistinguishable\" or that there is \"no evidence of different scope.\" Also, the pair was not deterministically accepted. The soft-edge verdict should be phrased more conservatively as likely duplicate, not certain duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 6, + "component_index": 15, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36718-21", + "cluster_id": "cluster-45295-2", "nodes": [ - "issue:36718", - "issue:36817", - "issue:36879", - "issue:37015", - "issue:41115", - "issue:41211", - "issue:42503", - "issue:42738", - "issue:42954", - "issue:43671", - "issue:43837", - "issue:43909", - "issue:44121", - "issue:44205", - "issue:45027", - "issue:45177", - "issue:45322", - "issue:46133", - "issue:46645", - "issue:46653", - "issue:47004" - ], - "soft_pairs": [ - "issue:36718|issue:47004", - "issue:36718|issue:41115", - "issue:36817|issue:41211", - "issue:36817|issue:43671", - "issue:36817|issue:36879", - "issue:36817|issue:42954", - "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:42954", - "issue:42738|issue:45027", - "issue:42503|issue:42738", - "issue:42738|issue:42954", - "issue:42738|issue:46653", - "issue:42954|issue:44205", - "issue:42954|issue:43671", - "issue:42954|issue:45177", - "issue:42954|issue:46653", - "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:43837|issue:44121", - "issue:43909|issue:44205", - "issue:43909|issue:46645", - "issue:44121|issue:45322", - "issue:43837|issue:45027", - "issue:37015|issue:45027", - "issue:43837|issue:45177", - "issue:45322|issue:46133", - "issue:42503|issue:46653", - "issue:45027|issue:46653" + "issue:45295", + "issue:45373" ], - "prepared_review_unit_hash": "56815405a422264536074d255d589ca98f0a45977483c652a5648712da2f1076", + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", "component_budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 }, "budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "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": "This cluster is a loose collection of model/feature requests that are textually similar but refer to different models, modalities, or architectural changes. I do not see true duplicates among them, so all soft edges should be rejected. There are no PRs in the set.", + "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 46133 is the most complete and well-discussed request in the set, so it is the best representative anchor if one issue must be chosen, but it is not a duplicate of the others.", + "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": "46133 has the richest context and discussion, making it the strongest issue to keep as the representative record for this similarity cluster.", + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "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": "160725403da8121f4fb70f0070ebe8fd0725997a6bd55ae5d1fa76edea5d191c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with unrelated personal-name titles and no body/context. They do not appear to report the same problem, so this is not a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No issue contains meaningful problem details; the titles refer to different names and birthdates, so neither is a clear canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is better as a canonical report because both lack any substantive description or technical content.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36718", - "right": "issue:47004", - "accept": false, - "reason": "Keypoint matcher vs keypoint detector/matcher are different model requests, not the same change." - }, - { - "left": "issue:36718", - "right": "issue:41115", - "accept": false, - "reason": "RoMa matcher and MiniCPM3 architecture are unrelated tasks." - }, - { - "left": "issue:36817", - "right": "issue:41211", - "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model additions." - }, - { - "left": "issue:36817", - "right": "issue:43671", - "accept": false, - "reason": "EuroBert config work is unrelated to Qwen3-TTS support." - }, - { - "left": "issue:36817", - "right": "issue:36879", - "accept": false, - "reason": "A config update for EuroBert is not the same as adding RF-DETR." - }, - { - "left": "issue:36817", - "right": "issue:42954", - "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are different models with no shared code path shown." - }, - { - "left": "issue:36879", - "right": "issue:41211", - "accept": false, - "reason": "RF-DETR and DEIMv2 are separate vision models." - }, - { - "left": "issue:36879", - "right": "issue:43909", + "left": "issue:45762", + "right": "issue:45763", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio target different model families and modalities." - }, + "reason": "The titles reference different people and dates, with no shared bug description or explicit linkage, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "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": "0911b53d6b0ee90d340e3e839b8169f22ba171c709f9c560304a33c44000e1f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two closed issues with only person-name/date titles and no body or linkage evidence. They do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any description, references, or shared technical content; the titles are just distinct names/dates, so there is no clear canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a canonical representative because the items do not appear related beyond superficial title similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:36879", - "right": "issue:44121", + "left": "issue:45764", + "right": "issue:45765", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer is not the same implementation change." - }, - { - "left": "issue:36879", - "right": "issue:43837", - "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." - }, - { - "left": "issue:36879", - "right": "issue:43671", - "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." - }, - { - "left": "issue:37015", - "right": "issue:43837", - "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model integrations." - }, - { - "left": "issue:37015", - "right": "issue:44121", - "accept": false, - "reason": "NeoBERT and a sparse-transformer request are unrelated changes." - }, - { - "left": "issue:37015", - "right": "issue:43909", - "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families." - }, - { - "left": "issue:36879", - "right": "issue:37015", - "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions." - }, - { - "left": "issue:37015", - "right": "issue:42503", - "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model requests." - }, - { - "left": "issue:41115", - "right": "issue:43837", - "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR are unrelated." - }, - { - "left": "issue:41115", - "right": "issue:44121", - "accept": false, - "reason": "MiniCPM3 architecture and weight-sparse transformer support are different changes." - }, - { - "left": "issue:41115", - "right": "issue:42503", - "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model integrations." - }, - { - "left": "issue:41115", - "right": "issue:45027", - "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model requests." - }, - { - "left": "issue:41211", - "right": "issue:43671", - "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." - }, - { - "left": "issue:42503", - "right": "issue:43837", - "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." - }, - { - "left": "issue:42503", - "right": "issue:43671", - "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different requests." - }, - { - "left": "issue:42503", - "right": "issue:42954", - "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." - }, - { - "left": "issue:42738", - "right": "issue:45027", - "accept": false, - "reason": "Generic BERT-like RoPE support and Voxtral TTS support are not the same underlying change." - }, - { - "left": "issue:42503", - "right": "issue:42738", - "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE overlap only superficially." - }, - { - "left": "issue:42738", - "right": "issue:42954", - "accept": false, - "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated." - }, - { - "left": "issue:42738", - "right": "issue:46653", - "accept": false, - "reason": "RoPE support request and a user-name issue are clearly unrelated." - }, - { - "left": "issue:42954", - "right": "issue:44205", - "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." - }, - { - "left": "issue:42954", - "right": "issue:43671", - "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." - }, - { - "left": "issue:42954", - "right": "issue:45177", - "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." - }, - { - "left": "issue:42954", - "right": "issue:46653", - "accept": false, - "reason": "XiaoMi MiMo and a person-name issue are not duplicates." - }, - { - "left": "issue:43671", - "right": "issue:43837", - "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and implementation targets." - }, - { - "left": "issue:43671", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." - }, - { - "left": "issue:43671", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." - }, - { - "left": "issue:43671", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." - }, - { - "left": "issue:43837", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but not the same model or change." - }, - { - "left": "issue:43837", - "right": "issue:45322", - "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families." - }, - { - "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR and sparse-transformer support are unrelated." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are distinct requests." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink support are different model/code changes." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Sparse-transformer support and EUPE are not the same underlying feature." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." - }, - { - "left": "issue:37015", - "right": "issue:45027", - "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model 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": "EUPE and TIPSv2 are separate vision-language model requests." - }, - { - "left": "issue:42503", - "right": "issue:46653", - "accept": false, - "reason": "ModernVBERT and a name-only issue are not duplicates." - }, - { - "left": "issue:45027", - "right": "issue:46653", - "accept": false, - "reason": "Voxtral TTS support and a person-name issue are unrelated." + "reason": "The titles are different personal-name/date entries with no body or technical context, so they do not look like the same underlying issue." } ] }, @@ -21163,246 +20792,57 @@ }, { "label": "issue", - "component_index": 7, + "component_index": 18, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-38740-2", + "cluster_id": "cluster-45810-2", "nodes": [ - "issue:38740", - "issue:46443" + "issue:45810", + "issue:46295" ], "soft_pairs": [ - "issue:38740|issue:46443" + "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "9acac02c89e623b1165704c8416c2257b302b3c0479d3f467870a4b2e55acc55", + "prepared_review_unit_hash": "a22e82481cbee27b0ad571d393fb6ecad981ef43ffcf2de5bc28685b11c74a7d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "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 is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same bug or change.", "confidence": 0.98, - "canonical_issue_reason": "Issue #46443 is the more concrete technical work item; #38740 is a documentation/request-style issue and not the same problem.", - "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the best representative of the cluster only because it is the substantive code-change topic; the cluster itself does not form a duplicate set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:38740", - "right": "issue:46443", - "accept": false, - "reason": "Different domains and intents: docs/framework listing versus Vision RoPE refactor. They do not describe the same bug or change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 8, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41084-2", - "nodes": [ - "issue:41084", - "issue:43037" - ], - "soft_pairs": [ - "issue:41084|issue:43037" - ], - "prepared_review_unit_hash": "514f48fb049fcc94efe4d7443ca5536128db78b777950be50bc3f9ce571da0b6", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues do not look like duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The only similarity is a broad LLM/runtime context, which is too weak to merge them.", - "confidence": 0.93, - "canonical_issue_reason": "issue #43037 is the more specific and actionable request; #41084 is too terse/ambiguous to serve as a strong canonical anchor.", - "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the best representative if one must be chosen because it clearly states the target model/version and the scope of the request.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:41084", - "right": "issue:43037", - "accept": false, - "reason": "Different underlying requests: 'Set Block Decoding' is a decoding/feature change, while 'DeepSeek v3.2 support' is a model-support request. No shared targets/files or evidence of 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": 9, - "component_count": 27, - "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-41306-2", - "nodes": [ - "issue:41306", - "issue:41826" - ], - "soft_pairs": [ - "issue:41306|issue:41826" - ], - "prepared_review_unit_hash": "5454ef04d14059b9cfd9c41b4ec70e5b72805efdf7857cb58f0419d913daab66", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for a `from_pretrained()` flag for FLCE/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical duplicate: issue 41306 is about exposing an FLCE flag in `from_pretrained()`, while issue 41826 is about adding TiledMLP support; they target different components and different changes.", - "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the cluster representative, 41306 is the more concrete, narrowly scoped API request. 41826 is a separate architecture/integration feature request.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:41306", - "right": "issue:41826", - "accept": false, - "reason": "Different feature requests in different areas of the model stack; no shared bug or mergeable code change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 10, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43598-2", - "nodes": [ - "issue:43598", - "issue:43600" - ], - "soft_pairs": [ - "issue:43598|issue:43600" - ], - "prepared_review_unit_hash": "5f6fb9ab439a02e049e9ed0d50994bd55396626bbbf4584d1e4d3dab9e1284e5", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are two separate Trainer-related feature requests: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "issue 43598 is the better representative of the cluster because it is a concrete Trainer behavior/customization request and is the broader of the two topics.", + "canonical_issue_reason": "Issue 45810 is the clearer feature request, with a concrete model-class addition and specific intended use; issue 46295 is about broader training-format support and is not a duplicate of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue 43598 is the strongest issue candidate for the cluster since it targets a specific Trainer control-flow customization problem rather than a narrower accounting concern.", + "best_issue_reason": "Issue 45810 is the best canonical issue because it is narrowly scoped and specific about the requested API/model addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43598", - "right": "issue:43600", + "left": "issue:45810", + "right": "issue:46295", "accept": false, - "reason": "Different problems: one is about column-pruning customization in `Trainer`, the other is about FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same issue." + "reason": "Different subjects and code paths: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The overlap is only in being feature requests, not in the underlying change." } ] }, @@ -21410,2571 +20850,372 @@ "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 11, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43684-2", - "nodes": [ - "issue:43684", - "issue:44405" - ], - "soft_pairs": [ - "issue:43684|issue:44405" - ], - "prepared_review_unit_hash": "6319df1281d1e0517c440ba43cc65667740cdec7ba12295aba45b15525708b99", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1612, - "estimated_input_tokens": 403, - "estimated_eval_tokens": 1062 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1612, - "estimated_input_tokens": 403, - "estimated_eval_tokens": 1062 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues are about different Qwen model support requests: one asks for Qwen3-Omni auto-class registration, the other asks for sequence-classification support for Qwen3.5. They are related only at a very broad theme level, not the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43684 is the broader, more central request: it targets core AutoModel registration plumbing for Qwen3-Omni, while 44405 is a separate task-specific support request for Qwen3.5 sequence classification.", - "canonical_pr_reason": null, - "best_issue_reason": "43684 is the better representative issue for the cluster because it reflects the main framework-level missing registration problem; 44405 is narrower and concerns a different model family and task.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43684", - "right": "issue:44405", - "accept": false, - "reason": "Different model families and different capabilities: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They do not appear to be the same underlying bug or change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 12, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43835-4", - "nodes": [ - "issue:43835", - "issue:43845", - "issue:43846", - "issue:43859" - ], - "soft_pairs": [ - "issue:43835|issue:43845", - "issue:43835|issue:43846", - "issue:43835|issue:43859", - "issue:43845|issue:43846", - "issue:43845|issue:43859", - "issue:43846|issue:43859" - ], - "prepared_review_unit_hash": "20740f9652a57766b206d0ffc0065cff55a52053e601c24f48fef41f202fad4a", - "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": "Three issues share the same placeholder title \"huggingface\", but the evidence is too thin to confirm duplicates, so all pairwise soft edges should remain unaccepted. The \"Fett\" issue looks unrelated. No PRs are present.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43845 is a reasonable canonical choice as the earliest of the identical-title \"huggingface\" reports.", - "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue representative because it is the earliest of the matching-title reports, but the cluster is not strong enough to treat the others as confirmed duplicates.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43835", - "right": "issue:43845", - "accept": false, - "reason": "Different titles and no concrete shared bug details beyond generic similarity." - }, - { - "left": "issue:43835", - "right": "issue:43846", - "accept": false, - "reason": "Different titles and no evidence they describe the same underlying issue." - }, - { - "left": "issue:43835", - "right": "issue:43859", - "accept": false, - "reason": "\"Fett\" does not match the \"huggingface\" reports and lacks common context." - }, - { - "left": "issue:43845", - "right": "issue:43846", - "accept": false, - "reason": "Same title, but only placeholder-level similarity is visible; not enough to confirm a duplicate." - }, - { - "left": "issue:43845", - "right": "issue:43859", - "accept": false, - "reason": "Same title and close timing, but no concrete report details tie them to the same bug." - }, - { - "left": "issue:43846", - "right": "issue:43859", - "accept": false, - "reason": "Same title alone is insufficient here; there are no shared specifics to justify merging them." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary is partly grounded (three issues share the same title), but the soft-edge verdicts overstate the evidence. The packet\u2019s deterministic_accept is false for all pairs, so marking 43845-43846, 43845-43859, and 43846-43859 as true is not conservative enough. The canonical-issue choice of 43845 is fine as the earliest of the similar-title issues, but the duplicate conclusions should remain unaccepted." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 13, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-44371-6", - "nodes": [ - "issue:44371", - "issue:44418", - "issue:44572", - "issue:44573", - "issue:44937", - "issue:47036" - ], - "soft_pairs": [ - "issue:44371|issue:44572", - "issue:44371|issue:44573", - "issue:44371|issue:44418", - "issue:44371|issue:47036", - "issue:44371|issue:44937", - "issue:44418|issue:44572", - "issue:44418|issue:44573", - "issue:44572|issue:44573", - "issue:44572|issue:47036", - "issue:44572|issue:44937", - "issue:44573|issue:47036", - "issue:44573|issue:44937" - ], - "prepared_review_unit_hash": "4e3f4d8deae0f2359307d1d45e7744f01ce029a1c0ccfac8d471e7940b19d972", - "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 - }, - "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "This cluster is mostly low-signal spam/placeholder issues with no concrete bug reports; the titles and bodies are too thin to justify merging any pair as true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 44371 is the earliest clear placeholder/spam report and is representative of the repeated '' entries in the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44371 is the best representative because it is an early, generic spam placeholder with no unique technical content.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44371", - "right": "issue:44572", - "accept": false, - "reason": "Both are generic spam placeholders, but there is no evidence of the same underlying bug or a concrete shared report beyond the title token." - }, - { - "left": "issue:44371", - "right": "issue:44573", - "accept": false, - "reason": "Same as above: near-identical placeholder titles, but no substantive description or common bug context to confirm duplication." - }, - { - "left": "issue:44371", - "right": "issue:44418", - "accept": false, - "reason": "One is a '' placeholder and the other is a documentation-suggestion title; they do not describe the same issue." - }, - { - "left": "issue:44371", - "right": "issue:47036", - "accept": false, - "reason": "The titles point to unrelated spam/marketing-like content rather than the same concrete problem." - }, - { - "left": "issue:44371", - "right": "issue:44937", - "accept": false, - "reason": "Different placeholder/marketing-style titles with no shared technical symptom or explicit linkage." - }, - { - "left": "issue:44418", - "right": "issue:44572", - "accept": false, - "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying issue." - }, - { - "left": "issue:44418", - "right": "issue:44573", - "accept": false, - "reason": "These titles describe different kinds of low-content reports, not one shared bug or request." - }, - { - "left": "issue:44572", - "right": "issue:44573", - "accept": false, - "reason": "Both are '' titles, but the available evidence does not show the same report or a concrete shared defect." - }, - { - "left": "issue:44572", - "right": "issue:47036", - "accept": false, - "reason": "No shared technical content; one is spam-like, the other is a community benchmark tip." - }, - { - "left": "issue:44572", - "right": "issue:44937", - "accept": false, - "reason": "The titles are unrelated and do not indicate the same bug or change." - }, - { - "left": "issue:44573", - "right": "issue:47036", - "accept": false, - "reason": "No evidence of a common underlying issue; the subject matter differs completely." - }, - { - "left": "issue:44573", - "right": "issue:44937", - "accept": false, - "reason": "These are different low-information reports with no shared concrete code-path or bug." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 14, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45145-2", - "nodes": [ - "issue:45145", - "issue:45151" - ], - "soft_pairs": [ - "issue:45145|issue:45151" - ], - "prepared_review_unit_hash": "d9c47650803e07b8f0029f3507580e8cec7c39678bda7b11c2eff30da33925f0", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two closed issues have identical titles and strong metadata similarity, so they are likely duplicates and should be clustered together, with the earlier issue as the canonical representative.", - "confidence": 0.87, - "canonical_issue_reason": "#45145 is the earlier issue and shares the same title and close overall metadata with #45151, so it is the best canonical issue for the likely-duplicate pair.", - "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the cleanest representative because it was created first and appears to describe the same report as #45151.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45145", - "right": "issue:45151", - "accept": true, - "reason": "Likely duplicate pair: the titles are identical and the available metadata is very similar, though the packet does not expose the bodies or prove the scope is identical." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster is plausible, but the analyst overstates the evidence. The packet supports identical titles and strong soft similarity, but it does not show the issue bodies or any direct proof that the content is \"indistinguishable\" or that there is \"no evidence of different scope.\" Also, the pair was not deterministically accepted. The soft-edge verdict should be phrased more conservatively as likely duplicate, not certain duplicate." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 15, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45295-2", - "nodes": [ - "issue:45295", - "issue:45373" - ], - "soft_pairs": [], - "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 0, - "serialized_chars": 1286, - "estimated_input_tokens": 322, - "estimated_eval_tokens": 900 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 0, - "serialized_chars": 1286, - "estimated_input_tokens": 322, - "estimated_eval_tokens": 900 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", - "confidence": 0.94, - "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", - "canonical_pr_reason": null, - "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", - "best_pr_reason": null, - "soft_edge_verdicts": [] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 16, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45762-2", - "nodes": [ - "issue:45762", - "issue:45763" - ], - "soft_pairs": [ - "issue:45762|issue:45763" - ], - "prepared_review_unit_hash": "160725403da8121f4fb70f0070ebe8fd0725997a6bd55ae5d1fa76edea5d191c", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two closed issues with unrelated personal-name titles and no body/context. They do not appear to report the same problem, so this is not a duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No issue contains meaningful problem details; the titles refer to different names and birthdates, so neither is a clear canonical duplicate target.", - "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is better as a canonical report because both lack any substantive description or technical content.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45762", - "right": "issue:45763", - "accept": false, - "reason": "The titles reference different people and dates, with no shared bug description or explicit linkage, so they are not the same underlying issue." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 17, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45764-2", - "nodes": [ - "issue:45764", - "issue:45765" - ], - "soft_pairs": [ - "issue:45764|issue:45765" - ], - "prepared_review_unit_hash": "0911b53d6b0ee90d340e3e839b8169f22ba171c709f9c560304a33c44000e1f1", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are two closed issues with only person-name/date titles and no body or linkage evidence. They do not appear to describe the same bug or request, so this is not a duplicate cluster.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue has any description, references, or shared technical content; the titles are just distinct names/dates, so there is no clear canonical duplicate target.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a canonical representative because the items do not appear related beyond superficial title similarity.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45764", - "right": "issue:45765", - "accept": false, - "reason": "The titles are different personal-name/date entries with no body or technical context, so they do not look like the same underlying issue." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 18, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45810-2", - "nodes": [ - "issue:45810", - "issue:46295" - ], - "soft_pairs": [ - "issue:45810|issue:46295" - ], - "prepared_review_unit_hash": "a22e82481cbee27b0ad571d393fb6ecad981ef43ffcf2de5bc28685b11c74a7d", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1542, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1542, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45810 is the clearer feature request, with a concrete model-class addition and specific intended use; issue 46295 is about broader training-format support and is not a duplicate of it.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the best canonical issue because it is narrowly scoped and specific about the requested API/model addition.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45810", - "right": "issue:46295", - "accept": false, - "reason": "Different subjects and code paths: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The overlap is only in being feature requests, not in the 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": 19, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45869-5", - "nodes": [ - "issue:45869", - "issue:45870", - "issue:45871", - "issue:45872", - "issue:45873" - ], - "soft_pairs": [ - "issue:45869|issue:45870", - "issue:45869|issue:45871", - "issue:45870|issue:45871", - "issue:45870|issue:45872", - "issue:45870|issue:45873", - "issue:45871|issue:45872", - "issue:45871|issue:45873", - "issue:45872|issue:45873" - ], - "prepared_review_unit_hash": "b8501b438bdc23bb2c2d628b19aeb0e51aad5bd90fa728f0d0b88307960a85ba", - "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 - }, - "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two likely duplicate issue pairs stand out: 45870/45871 share the same title and very high similarity, and 45872/45873 also share the same title and very high similarity. 45869 looks separate and is not the same request as either pair.", - "confidence": 0.86, - "canonical_issue_reason": "45870 is the best canonical issue overall because it is the earliest item in a likely duplicate pair with identical title/high similarity. 45872/45873 appear to be a separate likely duplicate pair, and 45869 is distinct.", - "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest representative issue among the set: it is the earliest of the high-similarity 'Example: Financial time series prediction with DataForge' pair. The other similar-looking items form a separate cluster.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45869", - "right": "issue:45870", - "accept": false, - "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." - }, - { - "left": "issue:45869", - "right": "issue:45871", - "accept": false, - "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." - }, - { - "left": "issue:45870", - "right": "issue:45871", - "accept": true, - "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." - }, - { - "left": "issue:45870", - "right": "issue:45872", - "accept": false, - "reason": "Different concrete request: prediction example versus prediction plus scraping service." - }, - { - "left": "issue:45870", - "right": "issue:45873", - "accept": false, - "reason": "Different concrete request: prediction example versus prediction plus scraping service." - }, - { - "left": "issue:45871", - "right": "issue:45872", - "accept": false, - "reason": "Different concrete request: prediction example versus prediction plus scraping service." - }, - { - "left": "issue:45871", - "right": "issue:45873", - "accept": false, - "reason": "Different concrete request: prediction example versus prediction plus scraping service." - }, - { - "left": "issue:45872", - "right": "issue:45873", - "accept": true, - "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The grouping is directionally reasonable, but it overstates the evidence. The packet only shows identical titles and soft-similarity scores; it does not prove the pairs are exact duplicates. Please soften the verdicts to conservative language like \"likely duplicate\" or \"same title / high similarity,\" and avoid claiming \"exact duplicates\" or \"same issue\" as a certainty." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 20, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46439-2", - "nodes": [ - "issue:46439", - "issue:46441" - ], - "soft_pairs": [ - "issue:46439|issue:46441" - ], - "prepared_review_unit_hash": "1f6856ee907373c77ab89cb996f63d438482cbde6a9aefbcf95954e463d08fff", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues are related to static-cache behavior around linear-attention/Qwen3.5, but they describe different failure modes: one corrupts shapes during `early_initialization`, the other raises a `KeyError` for `linear_attention`. They are close enough to cluster conceptually, but not the same underlying bug with high confidence.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the broader/root-style failure mode in static cache initialization affecting linear-attention layers, with a concrete shape corruption leading to runtime error.", - "canonical_pr_reason": null, - "best_issue_reason": "#46439 is the strongest representative for the cluster since it states the more general mechanism (`early_initialization` corrupting linear-attention layers) rather than only one model-specific `KeyError` symptom.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46439", - "right": "issue:46441", - "accept": false, - "reason": "Both concern `cache_implementation=\"static\"` and linear attention, but one is a shape corruption/runtime error during initialization while the other is a `KeyError: 'linear_attention'`. The symptoms and likely code paths differ enough that they should not be treated as the same bug." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 21, - "component_count": 27, - "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-46551-2", - "nodes": [ - "issue:46551", - "issue:46552" - ], - "soft_pairs": [ - "issue:46551|issue:46552" - ], - "prepared_review_unit_hash": "1ffcfb7b42abe1a775d676db246aa7b1a4e4327b9d65a5fe4fc2a029cf22937d", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1707, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1707, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues are near-exact duplicates: same title, same reported Wav2Vec2CTCTokenizer v5 bug, and identical text. The open issue is the better canonical/best issue because it is active and already has inbound references.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open, has inbound references, and appears to be the active report for the exact same bug as #46551.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the strongest single issue to keep because it is open and already attracting discussion/references for the same problem.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46551", - "right": "issue:46552", - "accept": true, - "reason": "Same title and same underlying tokenizer bug; the bodies appear identical, so this is a true duplicate pair." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both issues have the same title, equal body length, and a soft-similarity Jaccard of 1.0, with #46552 open and carrying inbound references. The duplicate/canonical choice is conservative and well supported." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 22, - "component_count": 27, - "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-46657-2", - "nodes": [ - "issue:46657", - "issue:46692" - ], - "soft_pairs": [ - "issue:46657|issue:46692" - ], - "prepared_review_unit_hash": "27a2b7532412db58a32de723ec7ef0efbb7599aba9dd09e17a324a9ac4c1e730", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1570, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1570, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are about different failure modes: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They share only a broad training context, not the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46657 is the more concrete and actionable report, with a specific tensor-shape mismatch error; issue:46692 describes a different symptom (OOM over time) and does not look like the same defect.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:46657 is the better cluster anchor because it is a precise bug report with a clearer failure signature, whereas issue:46692 appears to be a separate memory-pressure problem.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46657", - "right": "issue:46692", - "accept": false, - "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs. gradual out-of-memory during training. Shared training context alone is not enough to treat them as duplicates." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 23, - "component_count": 27, - "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-46822-2", - "nodes": [ - "issue:46822", - "issue:46823" - ], - "soft_pairs": [ - "issue:46822|issue:46823" - ], - "prepared_review_unit_hash": "b5dedd02e20e32d959caf785cad1fe952e71cec36724e578281401f0550b1e88", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1674, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1674, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are only loosely related by model-loading failures. One reports a ZeRO-3/zero.Init partitioning bug for a composite multimodal submodule causing OOM, while the other reports 4-bit + device_map='auto' incorrectly dispatching to CPU despite sufficient memory. They involve different code paths and failure modes, so they should not be clustered as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 46822 is the stronger canonical issue: it is a specific, actionable loading/partitioning bug with a clear affected component (ZeRO-3 zero.Init and a composite submodule) and an explicit failure mode (OOM on multi-GPU load).", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best representative for this cluster because it is the more concrete and durable bug report; 46823 is a separate quantization/device-map issue and is already closed.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46822", - "right": "issue:46823", - "accept": false, - "reason": "Reject: both are model-loading failures, but they stem from different mechanisms and code paths. 46822 is about ZeRO-3 partitioning of a composite submodule causing OOM; 46823 is about 4-bit device_map/max_memory dispatching to CPU and raising ValueError. They are 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": 24, - "component_count": 27, - "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-46906-18", - "nodes": [ - "issue:46906", - "issue:46940", - "issue:46948", - "issue:46969", - "issue:46985", - "issue:46998", - "issue:47037", - "issue:47049", - "issue:47053", - "issue:47091", - "issue:47102", - "issue:47120", - "issue:47182", - "issue:47227", - "issue:47256", - "issue:47265", - "issue:47279", - "issue:47309" - ], - "soft_pairs": [ - "issue:46906|issue:46940", - "issue:46906|issue:46948", - "issue:46906|issue:46969", - "issue:46906|issue:46985", - "issue:46906|issue:47037", - "issue:46940|issue:46948", - "issue:46940|issue:46969", - "issue:46940|issue:46985", - "issue:46940|issue:46998", - "issue:46948|issue:46969", - "issue:46948|issue:46985", - "issue:46948|issue:46998", - "issue:46969|issue:46985", - "issue:46969|issue:47037", - "issue:46969|issue:47091", - "issue:46985|issue:47037", - "issue:46985|issue:47049", - "issue:46998|issue:47053", - "issue:46998|issue:47037", - "issue:46998|issue:47049", - "issue:46985|issue:46998", - "issue:46998|issue:47091", - "issue:47037|issue:47049", - "issue:47037|issue:47091", - "issue:47037|issue:47053", - "issue:47049|issue:47053", - "issue:47049|issue:47091", - "issue:47053|issue:47091", - "issue:47053|issue:47102", - "issue:47091|issue:47102", - "issue:46985|issue:47091", - "issue:47037|issue:47102", - "issue:46985|issue:47102", - "issue:47049|issue:47102", - "issue:47120|issue:47182", - "issue:47120|issue:47256", - "issue:47120|issue:47279", - "issue:47120|issue:47265", - "issue:47120|issue:47309", - "issue:47182|issue:47256", - "issue:47182|issue:47265", - "issue:47182|issue:47279", - "issue:47182|issue:47309", - "issue:47227|issue:47256", - "issue:47227|issue:47309", - "issue:47227|issue:47279", - "issue:47182|issue:47227", - "issue:47227|issue:47265", - "issue:47256|issue:47265", - "issue:47256|issue:47279", - "issue:47102|issue:47256", - "issue:47265|issue:47279", - "issue:47265|issue:47309", - "issue:47279|issue:47309" - ], - "prepared_review_unit_hash": "c4a147cd78480908c5a4b293786ec86e440047970d55ec3c4cd47c1dd77de279", - "component_budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 54, - "serialized_chars": 29496, - "estimated_input_tokens": 7374, - "estimated_eval_tokens": 15004 - }, - "budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 54, - "serialized_chars": 29496, - "estimated_input_tokens": 7374, - "estimated_eval_tokens": 15004 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These look like a dated series of recurring \"[serge] integration failure triage\" reports, not the same underlying bug/change. The similarity is mostly template/date-based, so I would not collapse them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "#47309 is the only open and most current triage thread, so it is the best representative if one needs a current anchor.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46906", - "right": "issue:46940", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46906", - "right": "issue:46948", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46906", - "right": "issue:46969", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46906", - "right": "issue:46985", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46906", - "right": "issue:47037", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46940", - "right": "issue:46948", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46940", - "right": "issue:46969", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46940", - "right": "issue:46985", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46940", - "right": "issue:46998", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46948", - "right": "issue:46969", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46948", - "right": "issue:46985", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46948", - "right": "issue:46998", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46969", - "right": "issue:46985", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46969", - "right": "issue:47037", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46969", - "right": "issue:47091", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46985", - "right": "issue:46998", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46985", - "right": "issue:47037", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46985", - "right": "issue:47049", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46985", - "right": "issue:47102", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46998", - "right": "issue:47037", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46998", - "right": "issue:47049", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46998", - "right": "issue:47053", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:46998", - "right": "issue:47091", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47037", - "right": "issue:47049", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47037", - "right": "issue:47053", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47037", - "right": "issue:47091", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47037", - "right": "issue:47102", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47049", - "right": "issue:47053", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47049", - "right": "issue:47091", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47049", - "right": "issue:47102", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47053", - "right": "issue:47091", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47053", - "right": "issue:47102", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47091", - "right": "issue:47102", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47102", - "right": "issue:47256", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47120", - "right": "issue:47182", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47120", - "right": "issue:47256", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47120", - "right": "issue:47265", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47120", - "right": "issue:47279", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47120", - "right": "issue:47309", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47182", - "right": "issue:47227", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47182", - "right": "issue:47256", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47182", - "right": "issue:47265", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47182", - "right": "issue:47279", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47182", - "right": "issue:47309", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47227", - "right": "issue:47256", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47227", - "right": "issue:47265", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47227", - "right": "issue:47279", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47227", - "right": "issue:47309", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47256", - "right": "issue:47265", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47256", - "right": "issue:47279", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47265", - "right": "issue:47279", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47265", - "right": "issue:47309", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - }, - { - "left": "issue:47279", - "right": "issue:47309", - "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 25, - "component_count": 27, - "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-46983-2", - "nodes": [ - "issue:46983", - "issue:46984" - ], - "soft_pairs": [ - "issue:46983|issue:46984" - ], - "prepared_review_unit_hash": "060810d7f94c24ff1ead623b840993668bdefb02980a27b762b4845a184fc477", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1492, - "estimated_input_tokens": 373, - "estimated_eval_tokens": 1002 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1492, - "estimated_input_tokens": 373, - "estimated_eval_tokens": 1002 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two closed issues with identical titles and highly similar bodies describe the same request to add RWKV7 model support, so they should be clustered together. Issue 46984 appears slightly better as the canonical representative because it has more discussion activity and is likely the more established thread.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46984 is the better canonical representative: it has the same title, similar body, and more discussion activity, suggesting it is the more central thread.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 46984 is the strongest issue in the cluster because it is clearly the same request and has the most engagement.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46983", - "right": "issue:46984", - "accept": true, - "reason": "Same title and strongly similar content indicate the same underlying feature request for RWKV7 model support." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is well grounded in the packet: both items are closed issues with the same title, and the body similarity evidence is strong. The canonical choice of issue 46984 is also conservative, since it has slightly more discussion activity (2 vs 0). The soft-edge acceptance is supported by the available evidence and does not overstate certainty." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 26, - "component_count": 27, - "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-47007-2", - "nodes": [ - "issue:47007", - "issue:47015" - ], - "soft_pairs": [ - "issue:47007|issue:47015" - ], - "prepared_review_unit_hash": "ba78646b4969a270376f9f69fc3e23f3ecaa548e707568f0e1636a7a978e4ac6", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1626, - "estimated_input_tokens": 407, - "estimated_eval_tokens": 1070 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1626, - "estimated_input_tokens": 407, - "estimated_eval_tokens": 1070 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are thematically similar research-style writeups about AI-assisted vulnerability discovery, but they do not describe the same concrete bug, feature request, or actionable change. They look like separate discussion posts rather than duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #47015 is the broader, more direct framing of an AI-automated cybersecurity vulnerability discovery system, while #47007 is a lessons-learned style writeup about building such systems. If one must be chosen as the canonical issue, #47015 is the cleaner umbrella topic.", - "canonical_pr_reason": null, - "best_issue_reason": "#47015 is the best representative because its title most clearly captures the core subject without narrowing it to a retrospective angle. It is the better anchor for related discussion.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:47007", - "right": "issue:47015", - "accept": false, - "reason": "They overlap in topic, but the titles and likely intents differ: one is a lessons-from-using-LLMs article, the other is a novel application/system concept. This is not enough to treat them as 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": 27, - "component_count": 27, - "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-47138-2", - "nodes": [ - "issue:47138", - "issue:47139" - ], - "soft_pairs": [ - "issue:47138|issue:47139" - ], - "prepared_review_unit_hash": "51e296bb76ce92550ee93e51f39f67a676824ff215fc1d6dc47c745199101afd", - "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": "The two issues are effectively duplicates: same title, same likely body, same reported behavior, and no distinguishing metadata. Issue #47138 is the better canonical pick because it was created first and has slightly more inbound references.", - "confidence": 0.99, - "canonical_issue_reason": "#47138 is the earliest report and has marginally higher inbound reference count, so it is the best canonical issue for this duplicate pair.", - "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the strongest standalone representative of this bug report because it appears first and is the most referenced of the two identical issues.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:47138", - "right": "issue:47139", - "accept": true, - "reason": "Same title and effectively same report text, with no evidence of different scope or behavior; these are duplicates of the same issue." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the issues have identical titles, identical body lengths, close creation times, and a soft-similarity score of 1.0. The canonical pick for #47138 is also supported by its earlier timestamp and slightly higher inbound references. The verdict is conservative enough for this pair." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 33, - "review_unit_index": 1, - "review_unit_count": 4, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-77", - "nodes": [ - "pull_request:43251", - "pull_request:43254", - "pull_request:44775", - "pull_request:46196", - "pull_request:46266", - "pull_request:46376", - "pull_request:46395", - "pull_request:46836", - "pull_request:46903", - "pull_request:46912", - "pull_request:46954", - "pull_request:46957", - "pull_request:46958", - "pull_request:46974", - "pull_request:46990", - "pull_request:46995", - "pull_request:47003", - "pull_request:47077", - "pull_request:47078", - "pull_request:47082", - "pull_request:47090", - "pull_request:47093", - "pull_request:47108", - "pull_request:47163", - "pull_request:47166", - "pull_request:47173", - "pull_request:47179", - "pull_request:47181", - "pull_request:47184", - "pull_request:47202", - "pull_request:47204", - "pull_request:47210", - "pull_request:47212", - "pull_request:47216", - "pull_request:47243", - "pull_request:47253", - "pull_request:47268", - "pull_request:47275", - "pull_request:47284", - "pull_request:47292", - "pull_request:47295", - "pull_request:47301", - "pull_request:47302", - "pull_request:47304", - "pull_request:47323", - "pull_request:47336", - "pull_request:47339" - ], - "soft_pairs": [ - "pull_request:43251|pull_request:43254", - "pull_request:46903|pull_request:47090", - "pull_request:46903|pull_request:46958", - "pull_request:47268|pull_request:47284", - "pull_request:46958|pull_request:46974", - "pull_request:46954|pull_request:46958", - "pull_request:47173|pull_request:47284", - "pull_request:47202|pull_request:47204", - "pull_request:47284|pull_request:47292", - "pull_request:47108|pull_request:47202", - "pull_request:47204|pull_request:47243", - "pull_request:47077|pull_request:47078", - "pull_request:46266|pull_request:46957", - "pull_request:47077|pull_request:47212", - "pull_request:47173|pull_request:47184", - "pull_request:47108|pull_request:47339", - "pull_request:47166|pull_request:47173", - "pull_request:46376|pull_request:47202", - "pull_request:47077|pull_request:47275", - "pull_request:44775|pull_request:47275", - "pull_request:46990|pull_request:47336", - "pull_request:46990|pull_request:47253", - "pull_request:47275|pull_request:47301", - "pull_request:46995|pull_request:47323", - "pull_request:46912|pull_request:47179", - "pull_request:47216|pull_request:47275", - "pull_request:46196|pull_request:47202", - "pull_request:46912|pull_request:47284", - "pull_request:47163|pull_request:47284", - "pull_request:46836|pull_request:47202", - "pull_request:47003|pull_request:47204", - "pull_request:46395|pull_request:47181", - "pull_request:47275|pull_request:47302", - "pull_request:47093|pull_request:47275", - "pull_request:46196|pull_request:47210", - "pull_request:46995|pull_request:47163", - "pull_request:47163|pull_request:47173", - "pull_request:46912|pull_request:47082", - "pull_request:44775|pull_request:47301", - "pull_request:47204|pull_request:47295", - "pull_request:46196|pull_request:46995", - "pull_request:47302|pull_request:47304", - "pull_request:47077|pull_request:47301", - "pull_request:44775|pull_request:47077", - "pull_request:46376|pull_request:46995", - "pull_request:46995|pull_request:47181" - ], - "prepared_review_unit_hash": "27ac682a84c9761c3417d4480afc32c13a7791225ea4bb8f1e2312370e721752", - "component_budget": { - "node_count": 77, - "item_count": 77, - "soft_pair_count": 215, - "serialized_chars": 267466, - "estimated_input_tokens": 66867, - "estimated_eval_tokens": 133990 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 46, - "serialized_chars": 122949, - "estimated_input_tokens": 30738, - "estimated_eval_tokens": 61732 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "Mostly unrelated PRs. The only clear duplicate-like pairs are the fixed_cross_entropy kwargs fix and the CohereASR double-shift loss fixes; the rest are loose topical overlaps (docs, model support, tests, exporters, infra).", - "confidence": 0.81, - "canonical_issue_reason": null, - "canonical_pr_reason": "If a single PR must be treated as canonical, 47090 is the cleanest focused bug fix in the set: it targets the CohereASR double-shift loss path directly and keeps the intended loss-reduction behavior, while the other CohereASR PRs are broader or alternate implementations.", - "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest representative PR overall because it is a focused, issue-linked fix for a concrete code-path bug rather than a broad docs/model-support change.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same helper fix: both add supported kwargs to fixed_cross_entropy and forward them to nn.functional.cross_entropy for the same bug." - }, - { - "left": "pull_request:46903", - "right": "pull_request:47090", - "accept": true, - "reason": "Same underlying CohereASR training-loss double-shift bug in the same forward path; 47090 is just a cleaner rework of the same fix." - }, - { - "left": "pull_request:46903", - "right": "pull_request:46958", - "accept": true, - "reason": "Both correct CohereASR's loss computation to avoid shifting labels twice; same concrete bug, different implementation style." - }, - { - "left": "pull_request:47268", - "right": "pull_request:47284", - "accept": false, - "reason": "Different models and different test failures; only share a vague 'fix failing tests' theme." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46974", - "accept": false, - "reason": "CohereASR loss fix vs a Musicgen generate typo; unrelated code paths." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46958", - "accept": false, - "reason": "Pytest v9 fp32-module compatibility change vs CohereASR loss semantics; unrelated changes." - }, - { - "left": "pull_request:47173", - "right": "pull_request:47284", - "accept": false, - "reason": "XPU expectation updates for different model tests; no shared bug or code path." - }, - { - "left": "pull_request:47202", - "right": "pull_request:47204", - "accept": false, - "reason": "Both touch CI/docker, but one removes a builder and the other adds exporter dependencies; not the same change." - }, - { - "left": "pull_request:47284", - "right": "pull_request:47292", - "accept": false, - "reason": "Different model test fixes for different architectures; no shared underlying bug." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47202", - "accept": false, - "reason": "Dependabot comment tweak vs docker image-builder removal; unrelated." - }, - { - "left": "pull_request:47204", - "right": "pull_request:47243", - "accept": false, - "reason": "Exporter dependency setup in torch-light vs Executorch exporter code fixes; different concrete problems." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47078", - "accept": false, - "reason": "Both are Japanese docs edits, but one adds DistilBERT docs while the other is a wording cleanup; not the same change." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46957", - "accept": false, - "reason": "Different subsystems: DINO conversion/model support vs DeepGEMM/FP8 kernel work." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47212", - "accept": false, - "reason": "DistilBERT translation docs vs KV-cache documentation updates; unrelated." - }, - { - "left": "pull_request:47173", - "right": "pull_request:47184", - "accept": false, - "reason": "Both are test adjustments, but for different models and different accelerator coverage." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47339", - "accept": false, - "reason": "Doc-builder comment cleanup vs benchmark workflow dependency pinning; different CI concerns." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47173", - "accept": false, - "reason": "Quantization test updates vs XPU expectation fixes; unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47202", - "accept": false, - "reason": "Continuous batching multimodal work vs docker builder removal; no shared code-path bug." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47275", - "accept": false, - "reason": "Japanese docs translation vs new model support; unrelated." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47275", - "accept": false, - "reason": "N-D parallelism docs reshuffle vs EfficientViT-SAM model addition; unrelated." - }, - { - "left": "pull_request:46990", - "right": "pull_request:47336", - "accept": false, - "reason": "Both mention offloading/FSDP-adjacent behavior, but they fix different failure modes in different save/orchestration paths." - }, - { - "left": "pull_request:46990", - "right": "pull_request:47253", - "accept": false, - "reason": "FSDP orchestration/save-load changes vs tensor-parallel validation; different code paths." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47301", - "accept": false, - "reason": "New model support vs assisted-decoding docs; unrelated." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47323", - "accept": false, - "reason": "Flash-linear-attention availability check vs DeepGEMM multi-device handling; different integration points." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47179", - "accept": false, - "reason": "RoPE tests vs Granite-SWA model support; unrelated." - }, - { - "left": "pull_request:47216", - "right": "pull_request:47275", - "accept": false, - "reason": "Compressed-tensors fp8 docs/code vs EfficientViT-SAM model support; unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47202", - "accept": false, - "reason": "SDPA dispatch support vs docker/image-builder cleanup; unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47284", - "accept": false, - "reason": "RoPE testing vs MIMO V2 Flash test fixes; unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47284", - "accept": false, - "reason": "Paged-attention XPU tests vs MIMO V2 Flash fixes; unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47202", - "accept": false, - "reason": "Unlimited OCR model addition vs docker builder removal; unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47204", - "accept": false, - "reason": "OpenVINO exporter implementation vs torch-light dependency packaging; not the same bug/change." - }, - { - "left": "pull_request:46395", - "right": "pull_request:47181", - "accept": false, - "reason": "Two separate new model-support PRs for different architectures; not duplicates." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47275", - "accept": false, - "reason": "OpenPangu-V2 model support vs EfficientViT-SAM model support; different additions." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47210", - "accept": false, - "reason": "Both are attention-related, but one is wav2vec2 SDPA dispatch and the other is packed-row varlen SDPA; different fixes." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47163", - "accept": false, - "reason": "Flash-linear-attention availability vs paged-attention tests; unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47173", - "accept": false, - "reason": "Different XPU-related test updates for different models; not the same bug." - }, - { - "left": "pull_request:46912", - "right": "pull_request:46958", - "accept": false, - "reason": "RoPE test work vs CohereASR loss fix; unrelated." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47302", - "accept": false, - "reason": "Model-support PR vs tokenizers docs wording/fallback docs; unrelated." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47304", - "accept": false, - "reason": "Japanese translation docs vs MPS graph-cache docs; unrelated." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47301", - "accept": false, - "reason": "Japanese docs translation vs assisted-decoding/MTP docs; unrelated." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47304", - "accept": false, - "reason": "EfficientViT-SAM model support vs MPS docs cleanup; unrelated." - }, - { - "left": "pull_request:47295", - "right": "pull_request:47301", - "accept": false, - "reason": "DiffusionGemma mask dtype fix vs MTP docs; unrelated." - }, - { - "left": "pull_request:47253", - "right": "pull_request:47336", - "accept": false, - "reason": "Tensor-parallel validation vs offloaded-model save logic; different features." - }, - { - "left": "pull_request:47302", - "right": "pull_request:47304", - "accept": false, - "reason": "Two separate doc-only edits with no shared underlying bug." - }, - { - "left": "pull_request:47323", - "right": "pull_request:47336", - "accept": false, - "reason": "DeepGEMM multi-device fix vs fully-offloaded save fix; different problems." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 33, - "review_unit_index": 2, - "review_unit_count": 4, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-77", - "nodes": [ - "pull_request:43451", - "pull_request:44517", - "pull_request:44775", - "pull_request:46196", - "pull_request:46266", - "pull_request:46267", - "pull_request:46376", - "pull_request:46836", - "pull_request:46895", - "pull_request:46912", - "pull_request:46957", - "pull_request:46990", - "pull_request:47069", - "pull_request:47077", - "pull_request:47078", - "pull_request:47082", - "pull_request:47093", - "pull_request:47108", - "pull_request:47113", - "pull_request:47143", - "pull_request:47163", - "pull_request:47166", - "pull_request:47175", - "pull_request:47179", - "pull_request:47181", - "pull_request:47204", - "pull_request:47210", - "pull_request:47216", - "pull_request:47218", - "pull_request:47243", - "pull_request:47253", - "pull_request:47275", - "pull_request:47291", - "pull_request:47292", - "pull_request:47294", - "pull_request:47298", - "pull_request:47301", - "pull_request:47302", - "pull_request:47304", - "pull_request:47306", - "pull_request:47320", - "pull_request:47322", - "pull_request:47336", - "pull_request:47338" - ], - "soft_pairs": [ - "pull_request:47294|pull_request:47320", - "pull_request:47166|pull_request:47292", - "pull_request:46267|pull_request:47181", - "pull_request:47093|pull_request:47181", - "pull_request:44517|pull_request:46376", - "pull_request:46836|pull_request:47275", - "pull_request:46266|pull_request:47301", - "pull_request:44775|pull_request:47304", - "pull_request:44775|pull_request:47181", - "pull_request:47093|pull_request:47143", - "pull_request:47082|pull_request:47210", - "pull_request:47093|pull_request:47163", - "pull_request:47082|pull_request:47108", - "pull_request:46266|pull_request:47216", - "pull_request:47108|pull_request:47301", - "pull_request:46266|pull_request:47336", - "pull_request:46376|pull_request:47291", - "pull_request:47082|pull_request:47275", - "pull_request:46196|pull_request:47179", - "pull_request:47179|pull_request:47210", - "pull_request:47078|pull_request:47275", - "pull_request:46912|pull_request:46990", - "pull_request:47218|pull_request:47338", - "pull_request:46990|pull_request:47181", - "pull_request:47175|pull_request:47179", - "pull_request:47210|pull_request:47302", - "pull_request:47077|pull_request:47302", - "pull_request:47082|pull_request:47216", - "pull_request:46990|pull_request:47338", - "pull_request:47163|pull_request:47179", - "pull_request:47108|pull_request:47302", - "pull_request:46836|pull_request:47218", - "pull_request:47275|pull_request:47336", - "pull_request:46376|pull_request:47218", - "pull_request:47210|pull_request:47304", - "pull_request:46957|pull_request:47216", - "pull_request:47069|pull_request:47338", - "pull_request:44775|pull_request:46836", - "pull_request:47294|pull_request:47338", - "pull_request:46912|pull_request:47078", - "pull_request:47113|pull_request:47338", - "pull_request:47113|pull_request:47204", - "pull_request:47179|pull_request:47301", - "pull_request:47166|pull_request:47218", - "pull_request:47218|pull_request:47304", - "pull_request:47216|pull_request:47302", - "pull_request:47302|pull_request:47336", - "pull_request:46266|pull_request:46376", - "pull_request:47243|pull_request:47253", - "pull_request:46912|pull_request:47294", - "pull_request:47143|pull_request:47320", - "pull_request:47175|pull_request:47294", - "pull_request:46196|pull_request:46376", - "pull_request:46895|pull_request:47306", - "pull_request:46196|pull_request:47301", - "pull_request:47253|pull_request:47294", - "pull_request:47069|pull_request:47113", - "pull_request:47275|pull_request:47304", - "pull_request:44517|pull_request:47181", - "pull_request:44517|pull_request:47301", - "pull_request:47078|pull_request:47322", - "pull_request:47078|pull_request:47243", - "pull_request:46912|pull_request:47338", - "pull_request:46912|pull_request:47291", - "pull_request:47113|pull_request:47304", - "pull_request:43451|pull_request:44517", - "pull_request:47069|pull_request:47302", - "pull_request:44517|pull_request:47143", - "pull_request:47243|pull_request:47294", - "pull_request:47210|pull_request:47291", - "pull_request:46895|pull_request:47298", - "pull_request:46957|pull_request:47301" - ], - "prepared_review_unit_hash": "e63970b3762212a6e59fec2a58379e4ec9c61a7e0e2b5ab517dccbf242a212b8", - "component_budget": { - "node_count": 77, - "item_count": 77, - "soft_pair_count": 215, - "serialized_chars": 267466, - "estimated_input_tokens": 66867, - "estimated_eval_tokens": 133990 - }, - "budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 72, - "serialized_chars": 131237, - "estimated_input_tokens": 32810, - "estimated_eval_tokens": 65876 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "No duplicate cluster here: the PRs span unrelated model additions, docs-only edits, test updates, and infra fixes. None of the soft edges should be merged.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not describe one duplicated change or bugfix.", - "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 47181 is the clearest standalone feature PR with code, docs, and tests, but it is not a duplicate anchor for the rest of the cluster.", - "soft_edge_verdicts": [ - { - "left": "pull_request:47294", - "right": "pull_request:47320", - "accept": false, - "reason": "Kernel-native causal_conv1d support and response_schema deprecation are unrelated changes in different subsystems." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47292", - "accept": false, - "reason": "These are separate test-only updates for different models/backends, not the same failure or code path." - }, - { - "left": "pull_request:46267", - "right": "pull_request:47181", - "accept": false, - "reason": "Serve chat parsing refactor is unrelated to adding Cosmos3 Edge model support." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47181", - "accept": false, - "reason": "Both add model support and touch auto registries, but they are different models with different implementations and tests." - }, - { - "left": "pull_request:44517", - "right": "pull_request:46376", - "accept": false, - "reason": "Qwen3 TTS model addition and continuous-batching multimodal support are different features, not one fix." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47275", - "accept": false, - "reason": "Unlimited OCR and EfficientViT-SAM are separate model integrations with no shared bug or code path." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47301", - "accept": false, - "reason": "DINO conversion/modernization changes are unrelated to assisted-decoding documentation for MTP." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47304", - "accept": false, - "reason": "Distributed-training docs cleanup and MPS graph-cache docs cleanup are unrelated documentation edits." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47181", - "accept": false, - "reason": "They only both touch docs/navigation; one is distributed-training docs, the other is a model support PR." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47143", - "accept": false, - "reason": "OpenPangu-V2 and NeuCodec are different model additions with distinct files, configs, and tests." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47210", - "accept": false, - "reason": "RoMa model support and packed-SDPA routing are unrelated features in different areas." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47163", - "accept": false, - "reason": "OpenPangu-V2 model support and XPU paged-attention tests do not fix the same underlying issue." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47108", - "accept": false, - "reason": "RoMa model support and doc-builder pin-comment cleanup are unrelated changes." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47216", - "accept": false, - "reason": "DINO model conversion work and compressed-tensors FP8 quantization support are separate conversion/quantization efforts." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47301", - "accept": false, - "reason": "Doc-builder pin comment cleanup and MTP docs are unrelated documentation changes." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47336", - "accept": false, - "reason": "DINO modernization and offloaded-model saving are unrelated code paths." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47291", - "accept": false, - "reason": "Multimodal continuous batching and deprecating generation CB config are different batching changes, not one bugfix." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47275", - "accept": false, - "reason": "RoMa and EfficientViT-SAM are different model additions with no shared implementation bug." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47179", - "accept": false, - "reason": "SDPA dispatch for wav2vec2-family audio models and Granite SWA model support are unrelated." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47210", - "accept": false, - "reason": "Granite SWA model support and packed SDPA routing are unrelated feature changes." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47275", - "accept": false, - "reason": "Japanese doc wording updates and EfficientViT-SAM model support are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:46990", - "accept": false, - "reason": "RoPE test expansion and FSDP orchestration/loading-saving are different areas and not the same bug." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47338", - "accept": false, - "reason": "Image-loading test refactors and read-only filesystem fallback are unrelated test/infrastructure changes." - }, - { - "left": "pull_request:46990", - "right": "pull_request:47181", - "accept": false, - "reason": "FSDP orchestration work and Cosmos3 Edge model support do not overlap in behavior or code path." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47179", - "accept": false, - "reason": "Olmo3 CI expectation updates and Granite SWA model support are unrelated." - }, - { - "left": "pull_request:47210", - "right": "pull_request:47302", - "accept": false, - "reason": "Packed SDPA routing and tokenizer backend fallback docs address different subsystems." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47302", - "accept": false, - "reason": "Japanese DistilBERT docs translation and tokenizer backend fallback docs are unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47216", - "accept": false, - "reason": "RoMa model support and compressed-tensors FP8 work are separate features." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47302", - "accept": false, - "reason": "Finegrained FP8 decode optimization and tokenizer backend fallback docs are unrelated." - }, - { - "left": "pull_request:47253", - "right": "pull_request:47294", - "accept": false, - "reason": "Tensor-parallel lm_head validation and kernel-native causal_conv1d functions are different integration fixes." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47338", - "accept": false, - "reason": "RoPE test updates and xet read-only-cache fallback are unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47338", - "accept": false, - "reason": "Audio feature/proc requirements and hub download fallback are separate infrastructure fixes." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47204", - "accept": false, - "reason": "Audio feature/proc requirements and torch-light exporter dependencies are unrelated." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47301", - "accept": false, - "reason": "Granite SWA model support and MTP docs are different features with no shared code path." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47275", - "accept": false, - "reason": "Japanese wording cleanup and EfficientViT-SAM model support are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47218", - "accept": false, - "reason": "Unlimited OCR model integration and image-loading test refactors are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47218", - "accept": false, - "reason": "Continuous batching internals and image-loading test refactors do not fix the same issue." - }, - { - "left": "pull_request:47210", - "right": "pull_request:47304", - "accept": false, - "reason": "Packed SDPA routing and MPS graph-cache docs are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47302", - "accept": false, - "reason": "Finegrained FP8 generation internals and tokenizer backend fallback docs are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47338", - "accept": false, - "reason": "num_labels typing behavior and xet read-only fallback are unrelated." - }, - { - "left": "pull_request:44775", - "right": "pull_request:46836", - "accept": false, - "reason": "Distributed-training docs and Unlimited OCR model support are unrelated." - }, - { - "left": "pull_request:47294", - "right": "pull_request:47338", - "accept": false, - "reason": "Kernel-native causal_conv1d functions and xet read-only-cache handling are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47291", - "accept": false, - "reason": "RoPE test updates and deprecating continuous-batching config are unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47304", - "accept": false, - "reason": "Audio feature/proc requirements and MPS graph-cache docs are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:44517", - "accept": false, - "reason": "Molmo2 and Qwen3-TTS are distinct model additions with separate code, docs, and tests." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47322", - "accept": false, - "reason": "Japanese wording cleanup and AMD Quark config changes are unrelated." - }, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "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": "b8501b438bdc23bb2c2d628b19aeb0e51aad5bd90fa728f0d0b88307960a85ba", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two likely duplicate issue pairs stand out: 45870/45871 share the same title and very high similarity, and 45872/45873 also share the same title and very high similarity. 45869 looks separate and is not the same request as either pair.", + "confidence": 0.86, + "canonical_issue_reason": "45870 is the best canonical issue overall because it is the earliest item in a likely duplicate pair with identical title/high similarity. 45872/45873 appear to be a separate likely duplicate pair, and 45869 is distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest representative issue among the set: it is the earliest of the high-similarity 'Example: Financial time series prediction with DataForge' pair. The other similar-looking items form a separate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "issue:45869", + "right": "issue:45870", "accept": false, - "reason": "Japanese wording cleanup and Executorch exporter fixes are unrelated." + "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." }, { - "left": "pull_request:46912", - "right": "pull_request:47338", + "left": "issue:45869", + "right": "issue:45871", "accept": false, - "reason": "RoPE test tuning and xet EROFS fallback are unrelated." + "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." }, { - "left": "pull_request:46912", - "right": "pull_request:47291", - "accept": false, - "reason": "RoPE testing changes and deprecating CB config are unrelated." + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." }, { - "left": "pull_request:47113", - "right": "pull_request:47304", + "left": "issue:45870", + "right": "issue:45872", "accept": false, - "reason": "Audio requirements handling and MPS docs cleanup are unrelated." + "reason": "Different concrete request: prediction example versus prediction plus scraping service." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "issue:45870", + "right": "issue:45873", "accept": false, - "reason": "Qwen3-TTS and Cosmos3 Edge are different model additions with no shared bug or fix." + "reason": "Different concrete request: prediction example versus prediction plus scraping service." }, { - "left": "pull_request:44517", - "right": "pull_request:47301", + "left": "issue:45871", + "right": "issue:45872", "accept": false, - "reason": "Qwen3-TTS model support and MTP docs are unrelated." + "reason": "Different concrete request: prediction example versus prediction plus scraping service." }, { - "left": "pull_request:47078", - "right": "pull_request:47302", + "left": "issue:45871", + "right": "issue:45873", "accept": false, - "reason": "Japanese wording cleanup and tokenizer backend fallback docs are unrelated." + "reason": "Different concrete request: prediction example versus prediction plus scraping service." }, { - "left": "pull_request:47243", - "right": "pull_request:47294", - "accept": false, - "reason": "Executorch exporter fixes and kernel-native causal_conv1d functions are separate integration changes." - }, + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is directionally reasonable, but it overstates the evidence. The packet only shows identical titles and soft-similarity scores; it does not prove the pairs are exact duplicates. Please soften the verdicts to conservative language like \"likely duplicate\" or \"same title / high similarity,\" and avoid claiming \"exact duplicates\" or \"same issue\" as a certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "1f6856ee907373c77ab89cb996f63d438482cbde6a9aefbcf95954e463d08fff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to static-cache behavior around linear-attention/Qwen3.5, but they describe different failure modes: one corrupts shapes during `early_initialization`, the other raises a `KeyError` for `linear_attention`. They are close enough to cluster conceptually, but not the same underlying bug with high confidence.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the broader/root-style failure mode in static cache initialization affecting linear-attention layers, with a concrete shape corruption leading to runtime error.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the strongest representative for the cluster since it states the more general mechanism (`early_initialization` corrupting linear-attention layers) rather than only one model-specific `KeyError` symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "pull_request:47243", - "right": "pull_request:47294", + "left": "issue:46439", + "right": "issue:46441", "accept": false, - "reason": "Executorch exporter fixes and kernel-native causal_conv1d functions are separate integration changes." - }, + "reason": "Both concern `cache_implementation=\"static\"` and linear attention, but one is a shape corruption/runtime error during initialization while the other is a `KeyError: 'linear_attention'`. The symptoms and likely code paths differ enough that they should not be treated as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "1ffcfb7b42abe1a775d676db246aa7b1a4e4327b9d65a5fe4fc2a029cf22937d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-exact duplicates: same title, same reported Wav2Vec2CTCTokenizer v5 bug, and identical text. The open issue is the better canonical/best issue because it is active and already has inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and appears to be the active report for the exact same bug as #46551.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the strongest single issue to keep because it is open and already attracting discussion/references for the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "pull_request:47166", - "right": "pull_request:47298", - "accept": false, - "reason": "Quantization test expectation updates and MI450 image loading fixes address different failures." - }, + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; the bodies appear identical, so this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues have the same title, equal body length, and a soft-similarity Jaccard of 1.0, with #46552 open and carrying inbound references. The duplicate/canonical choice is conservative and well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "27a2b7532412db58a32de723ec7ef0efbb7599aba9dd09e17a324a9ac4c1e730", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different failure modes: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They share only a broad training context, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46657 is the more concrete and actionable report, with a specific tensor-shape mismatch error; issue:46692 describes a different symptom (OOM over time) and does not look like the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46657 is the better cluster anchor because it is a precise bug report with a clearer failure signature, whereas issue:46692 appears to be a separate memory-pressure problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "pull_request:46957", - "right": "pull_request:47301", + "left": "issue:46657", + "right": "issue:46692", "accept": false, - "reason": "Finegrained FP8 decode optimization and MTP docs are unrelated." - }, + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs. gradual out-of-memory during training. Shared training context alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "b5dedd02e20e32d959caf785cad1fe952e71cec36724e578281401f0550b1e88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by model-loading failures. One reports a ZeRO-3/zero.Init partitioning bug for a composite multimodal submodule causing OOM, while the other reports 4-bit + device_map='auto' incorrectly dispatching to CPU despite sufficient memory. They involve different code paths and failure modes, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46822 is the stronger canonical issue: it is a specific, actionable loading/partitioning bug with a clear affected component (ZeRO-3 zero.Init and a composite submodule) and an explicit failure mode (OOM on multi-GPU load).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best representative for this cluster because it is the more concrete and durable bug report; 46823 is a separate quantization/device-map issue and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "pull_request:47069", - "right": "pull_request:47338", + "left": "issue:46822", + "right": "issue:46823", "accept": false, - "reason": "num_labels typing fix and xet read-only fallback are unrelated." + "reason": "Reject: both are model-loading failures, but they stem from different mechanisms and code paths. 46822 is about ZeRO-3 partitioning of a composite submodule causing OOM; 46823 is about 4-bit device_map/max_memory dispatching to CPU and raising ValueError. They are not the same underlying bug." } ] }, @@ -23986,510 +21227,784 @@ "error_message": null }, { - "label": "pull_request", - "component_index": 1, - "component_count": 33, - "review_unit_index": 3, - "review_unit_count": 4, + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-77", + "cluster_id": "cluster-46906-18", "nodes": [ - "pull_request:41855", - "pull_request:42668", - "pull_request:43251", - "pull_request:43424", - "pull_request:43451", - "pull_request:43823", - "pull_request:43995", - "pull_request:44827", - "pull_request:45170", - "pull_request:45213", - "pull_request:45655", - "pull_request:46048", - "pull_request:46376", - "pull_request:46509", - "pull_request:46658", - "pull_request:46836", - "pull_request:46895", - "pull_request:46912", - "pull_request:46957", - "pull_request:46958", - "pull_request:46990", - "pull_request:47003", - "pull_request:47069", - "pull_request:47077", - "pull_request:47090", - "pull_request:47113", - "pull_request:47143", - "pull_request:47163", - "pull_request:47166", - "pull_request:47173", - "pull_request:47175", - "pull_request:47181", - "pull_request:47184", - "pull_request:47210", - "pull_request:47216", - "pull_request:47243", - "pull_request:47253", - "pull_request:47275", - "pull_request:47291", - "pull_request:47292", - "pull_request:47294", - "pull_request:47301", - "pull_request:47302", - "pull_request:47304", - "pull_request:47306", - "pull_request:47322", - "pull_request:47323", - "pull_request:47336" + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" ], "soft_pairs": [ - "pull_request:47113|pull_request:47175", - "pull_request:47113|pull_request:47243", - "pull_request:46658|pull_request:47302", - "pull_request:46895|pull_request:47323", - "pull_request:46658|pull_request:47275", - "pull_request:47069|pull_request:47336", - "pull_request:46957|pull_request:47336", - "pull_request:47069|pull_request:47175", - "pull_request:46990|pull_request:47306", - "pull_request:47294|pull_request:47306", - "pull_request:46912|pull_request:47253", - "pull_request:47302|pull_request:47322", - "pull_request:47184|pull_request:47301", - "pull_request:46957|pull_request:47302", - "pull_request:41855|pull_request:43424", - "pull_request:41855|pull_request:43823", - "pull_request:42668|pull_request:43823", - "pull_request:43424|pull_request:47301", - "pull_request:43823|pull_request:45655", - "pull_request:44827|pull_request:45170", - "pull_request:43424|pull_request:44827", - "pull_request:43823|pull_request:43995", - "pull_request:43251|pull_request:43823", - "pull_request:44827|pull_request:46048", - "pull_request:43424|pull_request:43823", - "pull_request:43251|pull_request:44827", - "pull_request:44827|pull_request:45655", - "pull_request:43995|pull_request:45213", - "pull_request:44827|pull_request:45213", - "pull_request:43995|pull_request:44827", - "pull_request:43823|pull_request:45213", - "pull_request:46895|pull_request:47090", - "pull_request:46958|pull_request:47090", - "pull_request:46895|pull_request:46958", - "pull_request:47173|pull_request:47292", - "pull_request:47166|pull_request:47184", - "pull_request:46912|pull_request:47175", - "pull_request:47301|pull_request:47302", - "pull_request:47184|pull_request:47292", - "pull_request:47301|pull_request:47304", - "pull_request:47077|pull_request:47304", - "pull_request:46658|pull_request:46836", - "pull_request:47210|pull_request:47301", - "pull_request:47003|pull_request:47243", - "pull_request:46509|pull_request:47143", - "pull_request:47163|pull_request:47166", - "pull_request:47163|pull_request:47184", - "pull_request:46509|pull_request:47181", - "pull_request:46376|pull_request:46509", - "pull_request:46509|pull_request:47163", - "pull_request:47301|pull_request:47336", - "pull_request:47163|pull_request:47292", - "pull_request:47291|pull_request:47322", - "pull_request:46376|pull_request:47181", - "pull_request:47216|pull_request:47301", - "pull_request:47216|pull_request:47336", - "pull_request:43451|pull_request:46836", - "pull_request:47143|pull_request:47181", - "pull_request:46376|pull_request:47143", - "pull_request:46376|pull_request:47301", - "pull_request:46509|pull_request:47301", - "pull_request:46509|pull_request:46836", - "pull_request:47163|pull_request:47181", - "pull_request:46376|pull_request:47163", - "pull_request:47181|pull_request:47301", - "pull_request:46658|pull_request:47143", - "pull_request:46658|pull_request:47322", - "pull_request:47143|pull_request:47163" + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47309", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47309", + "issue:47227|issue:47256", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309" ], - "prepared_review_unit_hash": "8d2953378d4588572a210dd09830bdd26dcffcf20351e2ce6621cd51a471335b", + "prepared_review_unit_hash": "c4a147cd78480908c5a4b293786ec86e440047970d55ec3c4cd47c1dd77de279", "component_budget": { - "node_count": 77, - "item_count": 77, - "soft_pair_count": 215, - "serialized_chars": 267466, - "estimated_input_tokens": 66867, - "estimated_eval_tokens": 133990 + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29496, + "estimated_input_tokens": 7374, + "estimated_eval_tokens": 15004 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 68, - "serialized_chars": 133226, - "estimated_input_tokens": 33307, - "estimated_eval_tokens": 66870 + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29496, + "estimated_input_tokens": 7374, + "estimated_eval_tokens": 15004 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": true, + "split": false, "analyst_result": { - "summary": "Only the CohereASR training-loss fixes form a true duplicate cluster; the rest are mostly same-area but distinct model, docs, test, or exporter changes and should stay separate.", - "confidence": 0.98, + "summary": "These look like a dated series of recurring \"[serge] integration failure triage\" reports, not the same underlying bug/change. The similarity is mostly template/date-based, so I would not collapse them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR double-shift bug: it explicitly describes the intended label/shift behavior, targets the shared issue, and matches the same files as the other two PRs.", - "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best overall representative because it is the most explicit, technically precise version of the only real duplicate cluster in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "#47309 is the only open and most current triage thread, so it is the best representative if one needs a current anchor.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "issue:46906", + "right": "issue:46940", "accept": false, - "reason": "Both are test-only changes, but they cover different models and failures; not the same underlying bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47113", - "right": "pull_request:47243", + "left": "issue:46906", + "right": "issue:46948", "accept": false, - "reason": "Unrelated fixes: audio feature/processor requirements vs exporter symmetry issues." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46658", - "right": "pull_request:47302", + "left": "issue:46906", + "right": "issue:46969", "accept": false, - "reason": "New model bring-up vs docs wording/fallback; same broad area, but not the same change." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46895", - "right": "pull_request:47323", + "left": "issue:46906", + "right": "issue:46985", "accept": false, - "reason": "CohereASR loss bug vs DeepGEMM multi-device handling; completely different code paths." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46658", - "right": "pull_request:47275", + "left": "issue:46906", + "right": "issue:47037", "accept": false, - "reason": "Both are new model additions, but for different models and scaffolding; not duplicates." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47069", - "right": "pull_request:47336", + "left": "issue:46940", + "right": "issue:46948", "accept": false, - "reason": "Configuration API typing change vs offloading/save logic fix; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46957", - "right": "pull_request:47336", + "left": "issue:46940", + "right": "issue:46969", "accept": false, - "reason": "Different issues in different subsystems: MoE kernel optimization vs fully-offloaded save logic." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "issue:46940", + "right": "issue:46985", "accept": false, - "reason": "Property typing fix vs model test CI update; not the same bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46990", - "right": "pull_request:47306", + "left": "issue:46940", + "right": "issue:46998", "accept": false, - "reason": "FSDP orchestration work vs Neuron training experiments; no shared underlying change." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47294", - "right": "pull_request:47306", + "left": "issue:46948", + "right": "issue:46969", "accept": false, - "reason": "Kernel integration changes vs experiment scripts; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46912", - "right": "pull_request:47253", + "left": "issue:46948", + "right": "issue:46985", "accept": false, - "reason": "RoPE test broadening vs tensor-parallel validation; different functionality." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47302", - "right": "pull_request:47322", + "left": "issue:46948", + "right": "issue:46998", "accept": false, - "reason": "Docs fallback wording vs Quark config class update; distinct changes." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47184", - "right": "pull_request:47301", + "left": "issue:46969", + "right": "issue:46985", "accept": false, - "reason": "Different doc/test updates for unrelated features." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46957", - "right": "pull_request:47302", + "left": "issue:46969", + "right": "issue:47037", "accept": false, - "reason": "MoE kernel optimization vs docs-only tokenizers note; not duplicates." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:41855", - "right": "pull_request:43424", + "left": "issue:46969", + "right": "issue:47091", "accept": false, - "reason": "Tokenizer method additions vs ExecuTorch dynamic-shape tests; different code paths." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:41855", - "right": "pull_request:43823", + "left": "issue:46985", + "right": "issue:46998", "accept": false, - "reason": "Tokenizer method additions vs new model implementation; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:42668", - "right": "pull_request:43823", + "left": "issue:46985", + "right": "issue:47037", "accept": false, - "reason": "Processor auto-loading robustness vs new model add; broad subsystem overlap only." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43424", - "right": "pull_request:47301", + "left": "issue:46985", + "right": "issue:47049", "accept": false, - "reason": "ExecuTorch export test vs MTP docs; no shared fix." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43823", - "right": "pull_request:45655", + "left": "issue:46985", + "right": "issue:47091", "accept": false, - "reason": "New model addition vs config-resolution bug; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:44827", - "right": "pull_request:45170", + "left": "issue:46985", + "right": "issue:47102", "accept": false, - "reason": "Mistral4 test fixes vs layernorm rename/mapping fix; not the same bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43424", - "right": "pull_request:44827", + "left": "issue:46998", + "right": "issue:47037", "accept": false, - "reason": "Export test coverage vs model test fixes; different changes." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43823", - "right": "pull_request:43995", + "left": "issue:46998", + "right": "issue:47049", "accept": false, - "reason": "New model addition vs Falcon output-interface refactor; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43251", - "right": "pull_request:43823", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Cross-entropy kwargs bug vs new model addition; no shared underlying issue." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:44827", - "right": "pull_request:46048", + "left": "issue:46998", + "right": "issue:47091", "accept": false, - "reason": "Mistral4 test cleanup vs TDT kernel integration; different code paths." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43424", - "right": "pull_request:43823", + "left": "issue:47037", + "right": "issue:47049", "accept": false, - "reason": "Export test coverage vs new model addition; not duplicates." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43251", - "right": "pull_request:44827", + "left": "issue:47037", + "right": "issue:47053", "accept": false, - "reason": "Loss helper kwargs fix vs Mistral4 test fixes; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:44827", - "right": "pull_request:45655", + "left": "issue:47037", + "right": "issue:47091", "accept": false, - "reason": "Different fixes: Mistral4 tests vs config-resolution order." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43995", - "right": "pull_request:45213", + "left": "issue:47037", + "right": "issue:47102", "accept": false, - "reason": "Falcon refactor vs model-creation skill; completely different concerns." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "Model tests vs repository skill scaffolding; not the same bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43823", - "right": "pull_request:45213", + "left": "issue:47049", + "right": "issue:47091", "accept": false, - "reason": "New model addition vs repository skill scaffolding; unrelated." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; same files and same issue target, mergeable as one fix." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46958", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR double-shift loss bug with the same code path and issue target 46894." + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Both patch the same CohereASR loss double-shift behavior in the same files." + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47173", - "right": "pull_request:47292", + "left": "issue:47053", + "right": "issue:47102", "accept": false, - "reason": "Both are XPU test updates, but for different models and failures." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47166", - "right": "pull_request:47184", + "left": "issue:47091", + "right": "issue:47102", "accept": false, - "reason": "Quantization test tweaks for different modules; too broad to be duplicates." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46912", - "right": "pull_request:47175", + "left": "issue:47102", + "right": "issue:47256", "accept": false, - "reason": "RoPE test adjustments vs Olmo3 CI expectation tuning; different fixes." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47301", - "right": "pull_request:47302", + "left": "issue:47120", + "right": "issue:47182", "accept": false, - "reason": "Both docs-only, but one adds MTP guidance and the other tweaks tokenizer fallback text; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47184", - "right": "pull_request:47292", + "left": "issue:47120", + "right": "issue:47256", "accept": false, - "reason": "Different model test updates with unrelated failure modes." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47301", - "right": "pull_request:47304", + "left": "issue:47120", + "right": "issue:47265", "accept": false, - "reason": "MTP docs vs MPS graph-cache docs; not the same underlying change." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47077", - "right": "pull_request:47304", + "left": "issue:47120", + "right": "issue:47279", "accept": false, - "reason": "Japanese DistilBERT translation vs MPS docs cleanup; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "issue:47120", + "right": "issue:47309", "accept": false, - "reason": "Different model additions (Step 3.7 Flash vs Unlimited OCR); same category only." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "issue:47182", + "right": "issue:47227", "accept": false, - "reason": "New model support for different models; same scaffolding but not the same change." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", + "left": "issue:47182", + "right": "issue:47256", "accept": false, - "reason": "Continuous batching multimodal support vs Cosmos3 Edge model support; different code paths." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46509", - "right": "pull_request:47163", + "left": "issue:47182", + "right": "issue:47265", "accept": false, - "reason": "Nemotron Omni model support vs XPU paged-attention tests; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46509", - "right": "pull_request:47181", + "left": "issue:47182", + "right": "issue:47279", "accept": false, - "reason": "Different model additions; not duplicates." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46509", - "right": "pull_request:47301", + "left": "issue:47182", + "right": "issue:47309", "accept": false, - "reason": "Model addition vs docs on MTP; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:46509", - "right": "pull_request:46836", + "left": "issue:47227", + "right": "issue:47256", "accept": false, - "reason": "Different new-model PRs; not mergeable as one change." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47163", - "right": "pull_request:47181", + "left": "issue:47227", + "right": "issue:47265", "accept": false, - "reason": "Test changes for different models and environments; not the same bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47163", - "right": "pull_request:47301", + "left": "issue:47227", + "right": "issue:47279", "accept": false, - "reason": "XPU paged-attention tests vs MTP documentation; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47163", - "right": "pull_request:47304", + "left": "issue:47227", + "right": "issue:47309", "accept": false, - "reason": "Paged-attention XPU tests vs MPS docs; different concerns." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", + "left": "issue:47256", + "right": "issue:47265", "accept": false, - "reason": "Different model test failures; same accelerator focus is too broad." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47301", - "right": "pull_request:47304", + "left": "issue:47256", + "right": "issue:47279", "accept": false, - "reason": "Two separate documentation updates for different features." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "Compressed-tensors quantization docs/code vs MTP docs; unrelated." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:47216", - "right": "pull_request:47336", + "left": "issue:47265", + "right": "issue:47309", "accept": false, - "reason": "Compressed-tensors quantization work vs offloading/save bug; different code paths." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "issue:47279", + "right": "issue:47309", "accept": false, - "reason": "Both add new multimodal models, but for different architectures and files; not the same change." - }, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "060810d7f94c24ff1ead623b840993668bdefb02980a27b762b4845a184fc477", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with identical titles and highly similar bodies describe the same request to add RWKV7 model support, so they should be clustered together. Issue 46984 appears slightly better as the canonical representative because it has more discussion activity and is likely the more established thread.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46984 is the better canonical representative: it has the same title, similar body, and more discussion activity, suggesting it is the more central thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 is the strongest issue in the cluster because it is clearly the same request and has the most engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "pull_request:47143", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model additions; similar structure but not the same underlying model." - }, + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and strongly similar content indicate the same underlying feature request for RWKV7 model support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: both items are closed issues with the same title, and the body similarity evidence is strong. The canonical choice of issue 46984 is also conservative, since it has slightly more discussion activity (2 vs 0). The soft-edge acceptance is supported by the available evidence and does not overstate certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "ba78646b4969a270376f9f69fc3e23f3ecaa548e707568f0e1636a7a978e4ac6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar research-style writeups about AI-assisted vulnerability discovery, but they do not describe the same concrete bug, feature request, or actionable change. They look like separate discussion posts rather than duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #47015 is the broader, more direct framing of an AI-automated cybersecurity vulnerability discovery system, while #47007 is a lessons-learned style writeup about building such systems. If one must be chosen as the canonical issue, #47015 is the cleaner umbrella topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#47015 is the best representative because its title most clearly captures the core subject without narrowing it to a retrospective angle. It is the better anchor for related discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "issue:47007", + "right": "issue:47015", "accept": false, - "reason": "NeuCodec model support vs paged-attention XPU tests; unrelated." + "reason": "They overlap in topic, but the titles and likely intents differ: one is a lessons-from-using-LLMs article, the other is a novel application/system concept. This is not enough to treat them as 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": 27, + "component_count": 27, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "51e296bb76ce92550ee93e51f39f67a676824ff215fc1d6dc47c745199101afd", + "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": "The two issues are effectively duplicates: same title, same likely body, same reported behavior, and no distinguishing metadata. Issue #47138 is the better canonical pick because it was created first and has slightly more inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#47138 is the earliest report and has marginally higher inbound reference count, so it is the best canonical issue for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the strongest standalone representative of this bug report because it appears first and is the most referenced of the two identical issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and effectively same report text, with no evidence of different scope or behavior; these are duplicates of the same issue." } ] }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the issues have identical titles, identical body lengths, close creation times, and a soft-similarity score of 1.0. The canonical pick for #47138 is also supported by its earlier timestamp and slightly higher inbound references. The verdict is conservative enough for this pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47253", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47294", + "pull_request:47295", + "pull_request:47301", + "pull_request:47320", + "pull_request:47323", + "pull_request:47336", + "pull_request:47345", + "pull_request:47346" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:47336|pull_request:47346", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47253", + "pull_request:46990|pull_request:47336", + "pull_request:47275|pull_request:47301", + "pull_request:46995|pull_request:47323", + "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", + "pull_request:46836|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:47093|pull_request:47275", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:46836|pull_request:47275", + "pull_request:47163|pull_request:47173", + "pull_request:46912|pull_request:47082", + "pull_request:44775|pull_request:47301", + "pull_request:47204|pull_request:47295", + "pull_request:46196|pull_request:46995", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:47082|pull_request:47345", + "pull_request:46995|pull_request:47181", + "pull_request:47294|pull_request:47320", + "pull_request:47166|pull_request:47292" + ], + "prepared_review_unit_hash": "b436bc93d24c42a12a096a421ca63e8259ed43d57fd06cfe9d514253b9d15ad5", + "component_budget": { + "node_count": 77, + "item_count": 77, + "soft_pair_count": 214, + "serialized_chars": 267707, + "estimated_input_tokens": 66927, + "estimated_eval_tokens": 134110 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 127063, + "estimated_input_tokens": 31766, + "estimated_eval_tokens": 63788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24501,7 +22016,7 @@ "label": "pull_request", "component_index": 1, "component_count": 33, - 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It is the best cluster representative, but it is not a duplicate of the other PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest representative artifact in this set because it is a full model addition with broad integration work; the others are narrower and clearly different changes.", + "best_pr_reason": "No PR is a valid canonical duplicate target here; the candidate pairs are related only at a high level, not by the same code-path change.", "soft_edge_verdicts": [ { - "left": "pull_request:47304", - "right": "pull_request:47338", + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing changes and a Cosmos3 Edge model add are unrelated code paths." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "Both are model-add PRs, but for different models with separate configs, docs, and tests." + }, + { + "left": 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+ "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese wording cleanup and EfficientViT-SAM support are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46990", + "accept": false, + "reason": "RoPE test expansion and FSDP orchestration/loading changes are separate workstreams." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47181", + "accept": false, + "reason": "FSDP orchestration changes and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Kimi exportability fixes vs OLMo3 CI; unrelated code paths." + "reason": "Olmo3 CI expectation updates and Granite-swa model support are not the same change." }, { - "left": "pull_request:47181", + "left": "pull_request:46990", "right": "pull_request:47306", "accept": false, - "reason": "Cosmos3 Edge model support vs Neuron training experiment script; different work entirely." + "reason": "FSDP orchestration/loading changes and the Neuron experiments script are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47143", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Two different model additions; same general pattern, not the same artifact or bug." + "reason": "Paged-attention XPU test support and Granite-swa model support are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47163", + "left": "pull_request:47275", + "right": "pull_request:47336", "accept": false, - "reason": "Molmo2 model support vs XPU paged-attention test coverage; different scope and intent." + "reason": "EfficientViT-SAM model support and fully-offloaded save_pretrained fix are distinct changes." }, { - "left": "pull_request:47298", - "right": "pull_request:47323", + "left": "pull_request:46836", + "right": "pull_request:47218", "accept": false, - "reason": "MI450 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false, - "reason": "Molmo2 model addition vs Kimi export support; unrelated PRs." + "reason": "Compressed-tensors FP8 support and offloaded model saving are different code paths." }, { - "left": "pull_request:43451", - "right": "pull_request:47003", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter support; different code and goals." + "reason": "Finegrained FP8 kernel work and compressed-tensors FP8 support are related only by theme, not by the same fix." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "OpenVINO exporter introduction vs Kimi exportability work; not the same concrete exporter bug/change." + "reason": "Docs pin-comment cleanup and quantization feature work are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47323", + "left": 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They do not describe the same bug or change and should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:40755 is the broader, more feature-complete representative of its cluster: it changes core TimesFM modeling code, xreg utilities, docs, and tests for covariate forecasting.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:40755 is the most representative PR in this set, but the two PRs are not duplicates and solve different problems in different code paths.", - "soft_edge_verdicts": [ - { - "left": "pull_request:40755", - "right": "pull_request:41224", - "accept": false, - "reason": "Different model areas and different capabilities: TimesFM forecasting with covariates vs DINOv3 image classification support. No shared underlying bug/change or mergeable single PR." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24906,12 +22844,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "1bbf9dc577f31b426ce57c9714ba79afa0e74fe5d54ca4c0076dbedc8725e16c", + "prepared_review_unit_hash": "4e31aca029e2c157a23f473461af16949b93dc87d8874e76c145d591e501c17b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24919,7 +22857,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24928,18 +22866,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bump PRs, but they target different actions and different failure modes: one is about Node 24 compatibility for assorted workflow actions, the other is specifically upgrading docker/build-push-action to v6 in Docker-related workflows.", - "confidence": 0.93, + "summary": "These are two separate workflow-maintenance PRs: one upgrades GitHub Actions components for Node 24 compatibility, while the other bumps Docker build actions and a few workflow actions to newer versions. They overlap in CI/workflow files but do not target the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-action compatibility upgrade and covers more varied actions and workflows.", + "canonical_pr_reason": "PR 42975 is the clearest cluster representative because it has a specific compatibility goal (Node 24) and a broad, coherent set of workflow action upgrades.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone candidate: it has the clearer compatibility-focused scope and the wider workflow impact.", + "best_pr_reason": "PR 42975 is the best representative PR for the cluster because it defines a concrete migration objective rather than a generic version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are not the same underlying change. 42975 upgrades several GitHub Actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action in Docker workflows; these could not be safely merged as one duplicate fix." + "reason": "Both PRs touch GitHub Actions workflows, but they fix different things: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and related actions to latest versions. They are not the same underlying bug/change and would not plausibly be merged as one PR." } ] }, @@ -24956,7 +22894,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -24974,61 +22912,28 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "811b460c9ebc6ef7d1376714e5aedf9d1ad1e991a0cab9d718b62c6fb3cab0dc", + "prepared_review_unit_hash": "a1aad9ccd0dbb03768b391ffe88394a03f556ef3e3408e59a52a432476999272", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "All four pull requests are separate model-addition efforts (ViT NEPA, Molmo, CTSM, Step3p7). 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Shared docs/auto-registry scaffolding is not enough to make them the same code change." - }, - { - "left": "pull_request:42978", - "right": "pull_request:45490", - "accept": false, - "reason": "Different model families and code paths: ViT NEPA vs CTSM. Similar auto-mapping/docs edits are generic model-integration work, not a shared bug fix." - }, - { - "left": "pull_request:43448", - "right": "pull_request:45490", - "accept": false, - "reason": "Molmo and CTSM are distinct model integrations with different implementation files, tests, and conversion code; not the same underlying change." - }, - { - "left": "pull_request:45490", - "right": "pull_request:46562", - "accept": false, - "reason": "Both are model integrations, but CTSM and Step3p7 are unrelated models with different files and behavior. The overlap is only in shared framework wiring." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -25074,7 +22979,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "74b862a421a064d9828c7d4921c21b7259abba0381e23c10036dbf0047c46451", + "prepared_review_unit_hash": "897f8c6170775f681d7f36a6288eca516077c9a38981f2a541e8b1ca6920d2aa", "component_budget": { "node_count": 7, "item_count": 7, @@ -25096,109 +23001,112 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: Whisper/CLIP/ViT test edits, FP8 loading/dequant changes, generation validation, CI infrastructure, PHI-MoE integration tests, and YOLOS device-mismatch fixes. They are not duplicates of one another.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs that only share weak text similarity. The only strong duplicate-like pair is the two YOLOS fixes, which both address the same device-mismatch problem under `device_map=\"auto\"` in the same code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46922 is the best representative because it directly fixes the YOLOS device-mismatch path in `modeling_yolos.py` and appears to be the more complete version of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone code fix in the set: it directly addresses a concrete YOLOS device-mismatch path and is more specific than the broader or test-only PRs, but it is not a duplicate of the others.", + "best_pr_reason": "PR 46922 is the strongest standalone change in the cluster: it targets the explicit YOLOS issue, fixes the runtime tensor-device bug, and includes the related model-splitting safeguard.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and changes: Whisper tokenizer/test adjustments vs CLIP/ViT test edits. Same broad 'test' theme only." + "reason": "Different models and different change types; Whisper tokenizer logic vs synthetic test edits for CLIP/ViT." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test cleanup is unrelated to FP8 dequant/loading logic in a different subsystem." + "reason": "Whisper decoding vs FP8 dequantization; unrelated code paths and models." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer/test fix is unrelated to generation-config watermarking validation and generation utilities." + "reason": "Whisper tokenizer fix vs generation/watermarking and broad model-test changes; not the same bug." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/test changes do not share the same bug or code path as YOLOS device-placement fixes." + "reason": "Whisper tokenizer behavior is unrelated to YOLOS device-placement fixes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test-only CLIP/ViT edits are unrelated to CI CPU-memory patching and Phimoe integration-test setup." + "reason": "Placeholder test-only edits in CLIP/ViT are unrelated to the Phimoe CI integration fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These touch unrelated areas: model test assertions vs FP8 dequant/loading internals." + "reason": "Unrelated test placeholders vs a dequantization/runtime fix in FP8 loading." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different scope and failure mode: model test tweaks vs generation validation bugfix." + "reason": "Test placeholders do not match the generation-config/watermarking change set." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test modifications are not the same underlying bug as YOLOS runtime device mismatch." + "reason": "Test-only edits are unrelated to the YOLOS runtime fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes are unrelated to Phimoe CI resource-limit adjustments." + "reason": "FP8 dequantization logic and CI memory/device-map plumbing are different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 quantization/dequantization vs generation config validation." + "reason": "Different subsystems: FP8 quantization/loading vs generation config validation and generation utils." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "These are different bugs: FP8 kernel/loading behavior vs YOLOS forward-pass/device-map handling." + "reason": "FP8 dequant fix is unrelated to YOLOS device mismatch handling." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config validation is unrelated to CI environment work for Phimoe integration tests." + "reason": "Generation watermarking validation changes are not the same as Phimoe CI test-environment changes." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "No shared underlying bug: generation watermarking validation vs YOLOS device mismatch." + "reason": "Generation config/watermarking changes are unrelated to YOLOS model device fixes." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory capping and YOLOS model device placement are unrelated changes." + "reason": "CI runner memory/device-map adjustments are unrelated to the YOLOS code-path bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", - "accept": false, - "reason": "They share the same issue target and file, but 46922 adds an extra forward-pass device fix; the change sets are not the same underlying bug or mergeable as one duplicate PR." + "accept": true, + "reason": "Both target the same YOLOS device-mismatch issue under `device_map=\"auto\"`, touch the same model file, and could plausibly be merged into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are only linked by weak text similarity, and the one clearly mergeable soft-edge pair is the two YOLOS fixes, which both touch the same file and issue target. The conservative rejections look appropriate, and no verdict overstates the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -25208,7 +23116,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -25224,7 +23132,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "da87f5b31517d700a45e21c87c0456fa0152bfb73227bfd3ffe02ec190b8a7aa", + "prepared_review_unit_hash": "72a66ce68024e7a955b333df84bc08fba695691aeb1c34e8f414743c97eb5be4", "component_budget": { "node_count": 3, "item_count": 3, @@ -25245,34 +23153,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are three unrelated '[don't merge]' maintenance/demo PRs: one changes packaging/version checks, one changes comment/diff workflow behavior, and one changes a security-gate workflow. They share broad CI/test surface area but not the same underlying change, so none of the soft edges should be merged.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous, with each PR targeting a different workflow or test/bot check rather than the same fix.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:46747 is the most concrete standalone change (a specific workflow trigger/security-gate adjustment), but it is still distinct from the other PRs.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43488", - "right": "pull_request:46747", - "accept": false, - "reason": "Both are dummy/check-style PRs, but one tests repo-bot formatting in setup/version files and the other changes a security-gate workflow; different code paths and goals." - }, - { - "left": "pull_request:43488", - "right": "pull_request:43532", - "accept": false, - "reason": "Shared Vit test filename is incidental; 43488 is a packaging/version-format check while 43532 rewrites CI/comment workflow and helper utilities." - }, - { - "left": "pull_request:43532", - "right": "pull_request:46747", - "accept": false, - "reason": "Both touch workflows, but they address different mechanisms: self-comment/diff reporting vs. PR security-gate triggering. Not one concrete change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -25299,12 +23180,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "359a25d8767224ca142fadeddabc16c253486b499d402d642f1f96244048c90d", + "prepared_review_unit_hash": "5b8b1535c47613dd68b395b752a40bcef560027a44c8035f2ffa255e59484fff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25312,7 +23193,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25321,18 +23202,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure and documentation patterns, but they target different model/task code paths and should not be merged as duplicates.", + "summary": "Two open PRs add different new pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share a lot of scaffolding, but they implement different features and touch different model/pipeline code paths, so they should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more complete pipeline addition, covering multiple segmentation backends and more integration/tests, so it is the better canonical representative if one is needed.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; each implements a different segmentation pipeline with different task scope and supporting files.", + "best_pr_reason": "PR 43613 is the strongest standalone PR because it spans the wider visual-segmentation feature set and has more supporting model/test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same fix or one mergeable PR." + "reason": "They are related pipeline additions, but not the same underlying change: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model integrations and code paths. Shared docs/infra files are not enough to merge them as duplicates." } ] }, @@ -25349,7 +23230,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -25362,7 +23243,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9003764310fe088c9dbac644915c63f562764f137538d57e2663668a66f2bbe5", + "prepared_review_unit_hash": "f2358c3de2b7e831f85ae1f436ca6c010042c54f73d1e553e6b87ed348228da6", "component_budget": { "node_count": 2, "item_count": 2, @@ -25383,22 +23264,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These PRs are related only at a high level (both modify `trainer.py` and expose trainer customization hooks), but they fix different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "pull_request:43651", - "right": "pull_request:43663", - "accept": false, - "reason": "Different underlying changes: 43651 adjusts training loss scaling in `training_step`, while 43663 adds an override point for input-signature column filtering. Shared file/subsystem alone is not enough to treat them as the same fix." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -25412,7 +23278,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -25425,7 +23291,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "950d18bd3cf400ada242c2b84514b8889759ac411e095a45c9ada6df14ce83db", + "prepared_review_unit_hash": "50a84f4dc76e06c7bd7b4dd512e7e1630f2fd706750dc00e2f6db13fe6c2c855", "component_budget": { "node_count": 2, "item_count": 2, @@ -25446,22 +23312,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Both PRs modify `src/transformers/cli/serve.py` and are related to `TypeAdapter` typing/import handling, but they address different failure modes: #43656 is a broader annotations/typing cleanup, while #43842 specifically fixes the runtime failure when `pydantic` is not installed. They are adjacent, not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "#43842 is the better representative of the cluster because it targets a concrete runtime `TypeAdapter` failure path (`pydantic` absent) with a minimal, focused fix; #43656 is broader typing cleanup and appears to address a different issue.", - "best_issue_reason": null, - "best_pr_reason": "#43842 best matches the concrete bug in the cluster: it prevents importing `TypeAdapter` at runtime and quotes the annotation, which directly fixes the `NameError`/missing-`pydantic` path without unrelated refactoring.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43656", - "right": "pull_request:43842", - "accept": false, - "reason": "Shared file and similar theme, but the fixes are not the same underlying change. #43656 is a broader annotations/typing adjustment; #43842 is a targeted `pydantic`-missing runtime fix. They should not be merged as duplicates." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -25586,8 +23437,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -25595,8 +23446,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -25618,8 +23469,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", "pull_request:43997|pull_request:44017", "pull_request:44101|pull_request:44161", @@ -25651,338 +23502,371 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "d64dbebea8808c3c31bbbadc154b6fc043ac8313dfb51e817c2e62dc2e3d8206", + "prepared_review_unit_hash": "ac5806339c30292c79c387c7cfdb79a9443c3e515f8d9e8bdcaa9b31d3a5619c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84514, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76945, + "estimated_input_tokens": 19237, + "estimated_eval_tokens": 38730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Conservative triage: the only true duplicate family in this packet is the GPT-J/CodeGen refactor centered on PR 44722; the other output-tracing PRs are same-theme changes on different model code paths and should stay separate.", - "confidence": 0.91, + "summary": "This is mostly a family of model-specific output-tracing refactors, not one single duplicate change. The only strong duplicate-like overlaps are within the GPT-J and GPT-Neo lines; the rest are similar standardized-output migrations across different models and should stay separate.", + "confidence": 0.69, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the broadest GPT-J/CodeGen slice of the same concrete output-tracing refactor and subsumes the narrower GPT-J-only change in 44085 and the GPT-J+CodeGen change in 44066.", + "canonical_pr_reason": "44722 is the most complete GPT-J-family refactor here: it covers the same output-tracing change with the broadest scope (GPT-J plus CodeGen) and appears to supersede earlier GPT-J iterations.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest global representative: it covers the actual duplicate family in this packet and is the clearest complete version of the GPT-J/CodeGen decorator migration.", + "best_pr_reason": "44722 is the clearest representative of the duplicate subset because it has the broadest concrete code-path coverage and the strongest evidence of being the later consolidated version of the GPT-J work.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; shared tracking theme only." + "reason": "Different model families/files; only the output-tracing pattern is shared." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; not the same concrete change." + "reason": "Different model families/files; these are separate refactors, not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Both are GPT-J-related, but the packet does not support them as the same exact refactor." + "accept": true, + "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; these look like overlapping revisions of the same concrete change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-family work vs EfficientNet; same initiative, different code paths." + "reason": "Different model families/files; same standardized-output theme, but not the same code-path change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing vs GPT-J/CodeGen; unrelated changes." + "reason": "Different model families/files; both are output-tracing migrations but not the same underlying code path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; not the same underlying change." + "reason": "Different model families/files; same refactor style only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa v2; unrelated model implementations." + "reason": "Different model families/files; no concrete code-path overlap." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; different concrete refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": false, - "reason": "Same GPT-Neo family, but not enough evidence that these are the same exact change." + "reason": "Different model families/files; shared pattern only." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same theme only." + "reason": "Different model families/files; both are output-tracing refactors, but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in modeling_gpt_neo.py; 44068 looks like a follow-up iteration on the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; different model-specific changes." + "reason": "Different model families/files; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same model/code path." + "reason": "Different model families/files; only the refactor pattern matches." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; unrelated code paths." + "reason": "Different model families/files; separate standardized-output migrations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; different model-specific refactors." + "reason": "Different model families/files; no concrete code-path overlap." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same broad topic only." + "reason": "Different model families/files; shared output-tracing theme only." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; different model refactors." + "reason": "Different model families/files; these are distinct model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different implementations." + "reason": "Different model families/files; same broad migration theme only." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different model code paths." + "reason": "Different model families/files; GPT-Neo versus GPT-J/CodeGen." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same underlying change." + "reason": "Different model families/files; not the same code path." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; unrelated model changes." + "reason": "Different model families/files; output-tracing refactor only." }, { "left": "pull_request:44071", - "right": "pull_request:44116", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families/files; not mergeable as one concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "MPT vs Flaubert/XLM; different model-specific refactors." + "reason": "Different model families/files; same migration style only." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; unrelated models." + "reason": "Different model families/files; unrelated concrete changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; same pattern, not same code path." + "reason": "Different model families/files; same standardization pattern, not the same bug/change." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different model families." + "reason": "Different model families/files; no shared concrete code-path problem." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; different model changes." + "reason": "Different model families/files; both are output-tracing refactors, but not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families/files; no direct overlap beyond the refactor theme." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5; same initiative only." + "reason": "Different model families/files; separate standardized-output migrations." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer vs VisualBert; different concrete changes." + "reason": "Different model families/files; shared migration pattern only." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; unrelated models." + "reason": "Different model families/files; not the same concrete change." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs Segformer; different model implementations." + "reason": "Different model families/files; no shared code path." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet vs MPNet; unrelated refactors." + "reason": "Different model families/files; only the output-tracing refactor theme is shared." }, { - "left": "pull_request:43997", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; same broad theme only." + "reason": "Different model families/files; these are separate model migrations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families/files; not the same bug or change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet vs LongT5; different code paths." + "reason": "Different model families/files; same broad subsystem only." }, { "left": "pull_request:44056", - "right": "pull_request:44722", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families/files; no concrete code-path overlap." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "Different model families/files; both are output-tracing refactors, but not duplicates." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families/files; same migration pattern only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet vs GPT-J/CodeGen; unrelated model changes." + "reason": "Different model families/files; not the same underlying change." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM vs LongT5; not the same underlying change." + "reason": "Different model families/files; separate refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "VisualBert vs Flaubert/XLM; different model families." + "reason": "Different model families/files; shared standardized-output theme only." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-2 vs MPT; same topic only." + "reason": "Different model families/files; not the same code-path fix." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo vs GPT-2; different model-specific refactors." + "reason": "Different model families/files; same pattern, different implementation." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs Flaubert/XLM; unrelated changes." + "reason": "Different model families/files; separate model-specific work." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; different model paths." + "reason": "Different model families/files; no direct duplicate evidence." }, { - "left": "pull_request:44071", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; not the same bug/change." + "reason": "Different model families/files; only the broad refactor theme matches." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBert vs LongT5; unrelated models." + "reason": "Different model families/files; separate output-tracing migrations." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen decorator migration; 44722 is the broader later slice of the same code-path change." + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families/files; not the same concrete bug/change." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; 44722 subsumes the GPT-J-only slice." + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families/files; same refactor style only." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-J vs SpeechT5; different model code paths." + "reason": "Different model families/files; not a duplicate." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; only the tracking issue is shared." + "reason": "Different model families/files; no concrete code-path overlap." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs SpeechT5; unrelated model refactors." + "reason": "Different model families/files; only the standardized-output theme overlaps." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 vs SpeechT5; different concrete changes." + "reason": "Different model families/files; separate migrations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 vs Vits; same theme only." + "reason": "Different model families/files; similar refactor pattern, not the same change." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; both are tracing refactors, but not the same underlying change." + "reason": "Different model families/files; same output-tracing theme only." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but two soft-edge verdicts overstate the evidence relative to the packet: 44066\u219444085 is marked false in the packet, and 44018\u219444068 is also marked false. The packet only supports 44066\u219444722 and 44085\u219444722 as true duplicates, so the analyst\u2019s claim that the GPT-J/CodeGen and GPT-Neo pairs are true duplicates is too strong. Because the soft-edge judgments are not conservative enough, reject." - }, + "evaluator_result": null, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -26013,64 +23897,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "0ca57af1ead3637c875a7079f41e023ec70e49592abe779be9aabe97eb34713a", + "prepared_review_unit_hash": "14034dfa39f514c9da217910de5d9fa9b9f5297404b83903b83af911d67dc97c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84514, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all open PRs for standardized output-tracing refactors, but each targets a different model implementation. They share a pattern, not the same concrete code path or change, so none should be merged as duplicates.", + "summary": "These PRs are all related to a broad project of migrating model forwards to standardized output tracing, but they are model-specific refactors rather than duplicates of the same change. No soft edge should be merged.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "44073 is the clearest generic representative of the repeated output-tracing migration pattern, with a concise title and a straightforward single-model refactor.", + "canonical_pr_reason": "PR 44129 is the strongest anchor: it has an explicit issue target, a clear SpeechT5-specific refactor, and the most concrete implementation context among the set.", "best_issue_reason": null, - "best_pr_reason": "44129 has the strongest standalone context because it links an explicit issue target and shows a more complete SpeechT5 output-capture refactor.", + "best_pr_reason": "PR 44129 is the best representative of the cluster because it is clearly scoped, explicitly tracked, and typical of the output-tracing migration work.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different model code paths (VisualBert vs TextNet); not the same underlying change." + "reason": "Different models and code paths (VisualBert vs TextNet); same migration theme, but not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate output tracing, but for different models and separate implementations; too broad to treat as duplicates." + "reason": "MPNet and VisualBert are separate model implementations with distinct tracing hooks; too broad to be duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared decorator/capture refactor pattern only; MPNet and TextNet are independent model-specific changes." + "reason": "MPNet and TextNet refactors are model-specific output-tracing updates, not one mergeable fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Different model files and different concrete refactors; same general migration trend is not enough for duplicate triage." + "reason": "RegNet and SqueezeBert touch unrelated architectures and different forward/output handling logic." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different code paths, and SpeechT5 has its own issue-linked refactor scope." + "reason": "SqueezeBert and SpeechT5 are unrelated model code paths; they share a migration style, not a duplicate bug/change." } ] }, @@ -26084,343 +23968,94 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43998-13", - "nodes": [ - "pull_request:43998", - "pull_request:43999", - "pull_request:44000", - "pull_request:44001", - "pull_request:44002", - "pull_request:44003", - "pull_request:44004", - "pull_request:44025", - "pull_request:44026", - "pull_request:44027", - "pull_request:44028", - "pull_request:44029", - "pull_request:44030" - ], - "soft_pairs": [ - "pull_request:43998|pull_request:44002", - "pull_request:43998|pull_request:44000", - "pull_request:43998|pull_request:44001", - "pull_request:43998|pull_request:44003", - "pull_request:43998|pull_request:44029", - "pull_request:43999|pull_request:44001", - "pull_request:43999|pull_request:44002", - "pull_request:43999|pull_request:44025", - "pull_request:43999|pull_request:44026", - "pull_request:43999|pull_request:44027", - "pull_request:44000|pull_request:44001", - "pull_request:44000|pull_request:44002", - "pull_request:44000|pull_request:44003", - "pull_request:44000|pull_request:44025", - "pull_request:44001|pull_request:44002", - "pull_request:44001|pull_request:44003", - "pull_request:44001|pull_request:44025", - "pull_request:44002|pull_request:44029", - "pull_request:44002|pull_request:44003", - "pull_request:44003|pull_request:44028", - "pull_request:44003|pull_request:44004", - "pull_request:43998|pull_request:44004", - "pull_request:44001|pull_request:44004", - "pull_request:44002|pull_request:44004", - "pull_request:44000|pull_request:44004", - "pull_request:44025|pull_request:44026", - "pull_request:44025|pull_request:44027", - "pull_request:44025|pull_request:44028", - "pull_request:44025|pull_request:44029", - "pull_request:44025|pull_request:44030", - "pull_request:44026|pull_request:44029", - "pull_request:44026|pull_request:44027", - "pull_request:44026|pull_request:44028", - "pull_request:44026|pull_request:44030", - "pull_request:44027|pull_request:44028", - "pull_request:44027|pull_request:44029", - "pull_request:44027|pull_request:44030", - "pull_request:44028|pull_request:44029", - "pull_request:44028|pull_request:44030", - "pull_request:44029|pull_request:44030" - ], - "prepared_review_unit_hash": "e9f1db6a5d4d5bddb6d6b41932eb51fb55ef3887790d87897b29466e1c927e48", - "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 - }, - "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These PRs share a common refactor pattern around output tracing, but they target different model architectures and code paths. 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same tracing refactor style, not the same change." - }, - { - "left": "pull_request:44025", - "right": "pull_request:44027", - "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder are separate code paths." - }, - { - "left": "pull_request:44025", - "right": "pull_request:44028", - "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated models; not duplicates." - }, - { - "left": "pull_request:44025", - "right": "pull_request:44029", - "accept": false, - "reason": "Different architectures; no shared concrete bug or patch." - }, - { - "left": "pull_request:44025", - "right": "pull_request:44030", - "accept": false, - "reason": "DepthAnything and DPR are distinct model implementations." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44029", - "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated; only the refactor theme is shared." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44027", - "accept": false, - "reason": "Different encoder-decoder models and code paths; not the same fix." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44028", - "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint; shared tracing cleanup only." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44030", - "accept": false, - "reason": "Different model families and outputs; not a duplicate PR." - }, - { - "left": "pull_request:44027", - "right": "pull_request:44028", - "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths." - }, - { - "left": "pull_request:44027", - "right": "pull_request:44029", - "accept": false, - "reason": "Different model families; no common concrete bug to merge." - }, - { - "left": "pull_request:44027", - "right": "pull_request:44030", - "accept": false, - "reason": "Speech encoder-decoder and DPR are separate implementations." - }, - { - "left": "pull_request:44028", - "right": "pull_request:44029", - "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; not the same underlying change." - }, - { - "left": "pull_request:44028", - "right": "pull_request:44030", - "accept": false, - "reason": "Different model architectures and code paths; no duplicate fix." - }, - { - "left": "pull_request:44029", - "right": "pull_request:44030", - "accept": false, - "reason": "RWKV and DPR are separate model changes, not one bug." - } - ] + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "c20e5c3501a0537a0e0579b24eac75cabcd57581925c6eb8ffd1671b04b3bb47", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -26434,7 +24069,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -26447,12 +24082,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "2ccb7d340097bd236427b1b9c66eed95c9a5bbc6bec0e633eceb5c30b801c17d", + "prepared_review_unit_hash": "679e4c12cb8f4fc352a1361438b8adcfd7db9a1e552251f6dd5114819f22bcd7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26460,7 +24095,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26468,22 +24103,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on common Transformers scaffolding and docs registration. They should not be clustered as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better cluster representative because it has an explicit issue target and a narrower, clearly scoped Voxtral TTS implementation.", - "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the best single PR to reference since it is tied to a specific tracked issue and has a self-contained model addition scope.", - "soft_edge_verdicts": [ - { - "left": "pull_request:44662", - "right": "pull_request:45401", - "accept": false, - "reason": "Reject: they add different models (PenguinVL vs Voxtral TTS), with different configs, processors, model code, tests, and docs. The shared files are generic registration/auto-mapping updates, not evidence of the same underlying bug or change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -26510,12 +24130,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "1601c400eb3cad3c37cf31677db5c12859342c54219b8521d452f75be5c016bf", + "prepared_review_unit_hash": "72fa6f0ea0536b4b66ebd6770fa5dd764a763b5aed25d61978075eb0d59d1f34", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26523,7 +24143,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26532,18 +24152,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same fusion space, but they target different changes: one adds a general Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and includes an example. Related, but not the same underlying PR.", + "summary": "These are related feature PRs about module/kernel fusion, but they are not duplicates: #44979 introduces a generic Module Fusion API, while #45363 adds a separate n-to-1 kernel fusion path via KernelConfig and integration wiring. They target different abstractions and code paths.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the broader, more concrete implementation change centered on KernelConfig-based fusion integration, so it is the better representative of the cluster than the standalone API introduction.", + "canonical_pr_reason": "#45363 is the more concrete end-user-facing fusion implementation: it wires KernelConfig into model loading/integrations and spans the actual runtime path, whereas #44979 is a foundational API abstraction without the same concrete fusion behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest candidate because it includes the core integration work and usage path, whereas #44979 is mainly the generic API layer.", + "best_pr_reason": "#45363 best represents the cluster if choosing one PR because it most directly delivers a usable fusion feature and touches the operational code paths a user would merge for kernel fusion.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They are related fusion features, but not the same code change: #44979 introduces a general Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and adds an example. Different scopes and likely separable PRs." + "reason": "They are not the same underlying change: #44979 defines a generic module-fusion API and helper types, while #45363 implements a specific n-to-1 kernel fusion mechanism via KernelConfig and related integration files. They could coexist in one repo but not plausibly be merged as one duplicate PR." } ] }, @@ -26560,7 +24180,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -26573,7 +24193,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "a4347cd5dc53111814226e3f63d06df27803526d9e8e9c423f3e0a3269b562fd", + "prepared_review_unit_hash": "832a4bc89fec6c39f7cc60c6931551eeebfc83fa587c9cb85ccbd5a00dfbc1d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -26594,22 +24214,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These two PRs are near-duplicates: both fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file and target the same issue. PR 45317 is the stronger canonical choice because it includes the same code fix plus test coverage.", - "confidence": 0.99, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same bug fix as 45086 and also adds test coverage, making it the more complete change set.", - "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR representative: same concrete fix, same target issue, and broader validation via tests.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45086", - "right": "pull_request:45317", - "accept": true, - "reason": "Accept: both PRs address the same underlying AttributeError in `_patch_mistral_regex` with the same code-path change in `tokenization_utils_tokenizers.py`; 45317 is just a more complete version with tests." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -26636,7 +24241,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "abecd0f45a1a0168401c59c336837db60939e3e29bee65c214a51b22152a58ae", + "prepared_review_unit_hash": "acdaa1fe6798feb3ca36742fd63bc95c752d853c8c1058689e420e61bc85e83b", "component_budget": { "node_count": 2, "item_count": 2, @@ -26658,18 +24263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target Nemotron H, but they are different change sets: one is a refactor/conversion-mapping update, the other is a broader model split into dense/sparse variants with docs and auto-mapping changes.", + "summary": "These are related NemotronH PRs, but they do not look like the same underlying change: one is a narrow refactor/conversion-mapping PR, while the other introduces the actual NemotronH dense/sparse model split with docs, auto-mappings, and tests.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates docs and auto mappings, and includes tests. PR 45115 is a narrower refactor focused on inheritance/conversion mapping.", + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete model-architecture change: it adds NemotronHDense/NemotronHSparse, updates auto-mapping/docs/tests, and reworks NemotronH as a dispatcher. PR 45115 is a narrower refactor focused on inheritance and conversion-key renaming.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best cluster representative because it covers the main user-visible architecture change and downstream wiring, whereas 45115 is a partial implementation detail change.", + "best_pr_reason": "PR 45569 best represents the cluster because it covers the main functional change and the wider set of affected files; 45115 is a smaller follow-up-style refactor rather than the primary implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related to the same model family, but not the same underlying bug/change. 45115 refactors NemotronH to inherit GraniteMoeHybrid and adjusts checkpoint conversion mappings; 45569 splits NemotronH into dense/sparse variants and updates docs, auto mappings, and tests. They address different scopes and would not plausibly be merged as one PR." + "reason": "Both are NemotronH-related, but they address different changes: 45115 is about refactoring inheritance and conversion mapping, while 45569 introduces separate dense/sparse model implementations plus docs and tests. They are not the same concrete code-path fix." } ] }, @@ -26699,7 +24304,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "6164e4e6c08bfdf19121b0fb072bd8786c82ba2652776535d84a35541827ff3a", + "prepared_review_unit_hash": "41de46f33d72a2a70b1b9cc967bb0d0aa2606396fd24c5949809c4dd9f452cf6", "component_budget": { "node_count": 2, "item_count": 2, @@ -26721,18 +24326,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both touch typing-related code, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds shared typing aliases/protocols and related modeling utilities fixes. They should not be merged as duplicates.", - "confidence": 0.9, + "summary": "Both pull requests are type-checking related, but they address different workstreams: one is a broad typing pass across many Transformers files, while the other adds/extends typing support utilities for specific model/PEFT integrations. The overlap in a few shared files is incidental rather than evidence of the same concrete fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the more focused, coherent typing-infrastructure change; 45415 is a broad repository-wide type-checking pass with a different scope.", + "canonical_pr_reason": "PR #45425 is the more self-contained representative of the cluster\u2019s typing-infra theme, centered on reusable protocol/type-alias additions rather than a broad repo-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "45425 is the best representative of the cluster because it has a tighter underlying problem statement and a more unified code change centered on reusable typing definitions.", + "best_pr_reason": "PR #45425 is the better representative because it makes a focused, concrete typing change that could stand on its own; PR #45415 is a larger mechanical annotation pass with many unrelated file edits.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different underlying work: 45415 is a wide typing cleanup across many modules, while 45425 adds specific typing aliases/protocols and targeted fixes in a smaller set of files. Shared filenames alone are not enough to treat them as the same PR." + "reason": "Both are about typing, but they are not the same underlying change: #45415 is a broad type-checking sweep and pyproject ignore adjustment, while #45425 adds specific typing protocols/aliases for modeling and PEFT code paths. Shared files do not make them mergeable as one duplicate PR." } ] }, @@ -26749,7 +24354,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -26762,7 +24367,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "149210d0b3a122808188c1653caa78cf98756fc42bf5ed7a364ae1f10842b63f", + "prepared_review_unit_hash": "70c9042dd515575401ac05622ed93db0a12ba3c51504597fe1754f028a1a9fe6", "component_budget": { "node_count": 2, "item_count": 2, @@ -26783,22 +24388,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These PRs are related to expert-parallel loading, but they fix different bugs in different distributed paths: one targets DeepSpeed ZeRO-3/accelerate launch serialization and model capability detection, the other targets FSDP2 expert parameters being overwritten after rank-0 broadcast.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it addresses the more concrete EP parameter-overwrite bug; PR 45548 is a separate DeepSpeed/accelerate loading fix rather than the same change.", - "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone fix in this set since it directly patches the expert-parameter overwrite path; PR 45548 is adjacent but addresses a different loading/serialization issue.", - "soft_edge_verdicts": [ - { - "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", - "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", - "accept": false, - "reason": "Different underlying bugs and code paths: 45548 adds distributed_config serialization and has_ep for DeepSpeed/accelerate loading, while 45662 fixes post-shard wrapping to prevent FSDP2 rank-0 overwrite. Not mergeable as one PR." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -26825,40 +24415,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "d8ba574768ddc74cecfdcc436539709448f88e20bbee02f2618daaccc269d4d4", + "prepared_review_unit_hash": "fad296af52c23a67184499c1c882a138aa6d61d7322be2d8d3bbd5ebfe2f60d4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info logging collision in `testing_utils.py`; PR 45645 appears to subsume PR 45639 by adding the same core fix plus CI workflow support for multiple captured-info files.", - "confidence": 0.88, + "summary": "Both PRs address the same xdist captured_info collision problem in testing_utils; PR 45645 is the broader superset because it also updates CI log collection to handle multiple per-worker files.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete fix: it includes the worker-safe output change in `src/transformers/testing_utils.py` and also updates the CI workflow to collect multiple `captured_info*.txt` files, so it covers the full artifact-handling problem.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file fix from 45639 and additionally patches workflow log aggregation to consume multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it resolves the underlying xdist collision and the downstream log aggregation breakage, making it the broader, more complete change set.", + "best_pr_reason": "PR 45645 best represents the cluster: it fixes the same concrete bug and carries the more complete implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info xdist-safety fix; 45645 contains the same core code-path change plus the workflow adjustment needed to consume per-worker files, so they could plausibly be merged as one PR." + "reason": "Same underlying captured_info xdist collision fix; 45645 is a superset that adds CI-side handling for multiple output files, so they could plausibly be merged into one PR." } ] }, @@ -26954,7 +24544,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "7a4bb3277265338ef987d15141a46526857288f4249bf4d7648be2d4b724d305", + "prepared_review_unit_hash": "7fb65f42c07cad251b7795e5d952bb6b5b8434bc417728d24e678e4ce0b5e95f", "component_budget": { "node_count": 2, "item_count": 2, @@ -26976,18 +24566,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in a few distributed filenames, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The shared files look incidental to the wider branch work, not evidence of duplicate intent.", + "summary": "These two PRs overlap on distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed branch base touching many unrelated areas. The shared files are too broad to treat as a duplicate merge target.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more focused, self-contained change with a clear feature goal (EP + Trainer integration) and narrower scope.", + "canonical_pr_reason": "#46126 is the more canonical PR for this cluster because it is a narrow, concrete feature change with a clear scope (EP + Trainer integration) rather than a broad branch-base accumulation of distributed work.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best canonical PR candidate because it is the most specific and actionable implementation of a single feature, unlike the broad base branch in #46269.", + "best_pr_reason": "#46126 is the best representative PR: it has a single, well-defined code-path change and is much more plausibly a standalone merge candidate than #46269, which bundles many unrelated distributed edits.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share some distributed files, but #46126 targets EP routing/Trainer integration while #46269 is a broad distributed branch base covering many unrelated modules. They do not look like the same underlying change and would not plausibly merge as one PR." + "reason": "Reject: the overlap is only on shared distributed/MoE files. #46126 targets EP/Trainer integration, while #46269 is a broad distributed branch base with many additional changes, so they do not appear to fix the same concrete problem or belong in one merged PR." } ] }, @@ -27055,220 +24645,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "c195e50b9e3b81fb6f55cf4e1387faf7ddd73044db734b4b3f9b69768ae36062", + "prepared_review_unit_hash": "edfd5f835b20914500fb0cb9075b83cd3620dcfcbd470c494063cf2500049a03", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26689, - "estimated_input_tokens": 6673, - "estimated_eval_tokens": 13602 + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26689, - "estimated_input_tokens": 6673, - "estimated_eval_tokens": 13602 + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs. None of the soft-similarity pairs are true duplicates; the only same-file group (pr-ci-security-gate.yml) still contains distinct changes to different parts of the workflow.", - "confidence": 0.95, + "summary": "No true duplicates here: the set is a collection of unrelated workflow-maintenance PRs, with one loose subcluster around pr-ci-security-gate.yml that still consists of distinct incremental hardening changes rather than the same fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are not the same underlying change, even when they touch the same workflow file.", + "canonical_pr_reason": "46554 is the best representative PR because it contains the most substantive security-gate behavior change; the other pr-ci-security-gate.yml PRs are narrower follow-ups or comments, not the same patch.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive and self-contained change in the set, but it still isn\u2019t a duplicate of the others; the rest are smaller, distinct workflow tweaks.", + "best_pr_reason": "46554 is the strongest single anchor for this cluster: it changes actual workflow logic, whereas most others are minor config, quoting, or permission tweaks in unrelated workflows.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated fixes: self-comment CI stdin handling vs. pr-ci-security-gate security checks." + "reason": "Different workflows and different changes: stdin handling for self-comment CI vs adding checkout/diff-based security checks." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated fixes; one updates self-comment CI, the other changes PR security-gate permissions/approval flow." + "reason": "Same broad CI-security theme, but distinct workflow files and different fixes; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different files and different changes; no shared code path or underlying bug." + "reason": "Different workflows; one updates command input handling, the other adds comments to a reusable security gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different files and different changes; not the same underlying bug or change." + "reason": "Unrelated workflow updates: stdin piping for self-comment CI versus changing inherited secrets on the security-gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different behavior; one changes stdin usage, the other adjusts build-ci-docker-images commit-message handling." + "reason": "Both adjust shell quoting, but they affect different workflows and different code paths, so they are not duplicates." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark workflow trigger expansion; unrelated changes." + "reason": "Different workflow files and purposes: SSH runner hardening vs benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and unrelated fixes; no common bug or merged change target." + "reason": "SSH-runner hardening and anti-slop permissions changes are unrelated changes, even though both are workflow maintenance." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated fixes; no shared code path." + "reason": "Different workflows and different behavior; no shared bug or concrete change." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different problems; SSH runner hardening is unrelated to PR security-gate logic." + "reason": "SSH-runner security hardening is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different security concerns; not the same fix." + "reason": "Different workflow targets and different fixes; same general security posture is too broad to merge." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow behaviors: anti-slop permissions vs benchmark trigger conditions." + "reason": "Both touch workflow YAML, but one changes anti-slop permissions and the other changes benchmark dispatch conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different fixes; same broad CI area is not enough to merge." + "reason": "Different workflow files and unrelated behavior changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different changes; permissions tweak vs build script message handling." + "reason": "Anti-slop permissions update is unrelated to the build-CI shell quoting fix." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Same repo area but unrelated workflows and fixes; not the same underlying bug." + "reason": "No shared underlying bug; one is anti-slop permissions, the other is PR CI security-gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref vs benchmark trigger logic; unrelated changes." + "reason": "Unrelated workflow updates: reviewer checkout ref vs benchmark trigger conditions." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; no common code-path problem." + "reason": "Different files and different code paths; not the same fix." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflows; checkout behavior in assign-reviewers does not match security-gate changes." + "reason": "Assign-reviewers checkout ref tweak is unrelated to PR CI security gating." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger expansion vs build CI commit-message parsing; unrelated." + "reason": "Both are workflow tweaks, but they fix different behaviors in different pipelines." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different purposes; not a duplicate change." + "reason": "Benchmark dispatch support and PR CI security checks are unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior changes; both touch CI but not the same fix." + "reason": "Both are shell/script hardening, but they affect different workflows and different commands." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different changes; not the same code-path problem." + "reason": "Different workflow files and different updates; same repo area is not enough." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but they change different parts of it: security-check logic vs wrapper permissions/approval gating." + "reason": "Same file and related security theme, but different concrete changes: one adds checkout/diff checks, the other changes permissions and adds a success guard." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one adds checks while the other only adds explanatory comments; not the same underlying fix." + "reason": "Comments/documentation for the same workflow are not the same underlying fix as the added security checks." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but one adds security checks and the other changes secrets inheritance; distinct problems." + "reason": "Both touch pr-ci-security-gate.yml, but one adds logic while the other only changes secrets exposure; distinct changes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but permissions/approval gating vs comment-only note; not a duplicate." + "reason": "Permissions/guarding versus comments only; these are not duplicate fixes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but approval/permissions changes vs secrets handling; distinct changes." + "reason": "Same workflow file, but different hardening steps: permissions/approval gating vs removing inherited secrets." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification vs secrets:{ } change; no shared underlying bug." + "reason": "Comments about safety and changing secrets inheritance are different changes, not one bug fix." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated changes; build-ci-docker-images vs pr-ci-security-gate comment note." + "reason": "Build-CI shell quoting and PR CI security-gate comments are unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening vs a pr-ci-security-gate comment update; unrelated." + "reason": "SSH-runner workflow hardening is unrelated to comments in the PR CI security gate." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated changes; no shared code path." + "reason": "Different workflows and different fixes; no shared code path." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner hardening vs PR security-gate secrets handling; unrelated changes." + "reason": "SSH-runner secrets cleanup and PR CI security-gate secrets handling are distinct changes." } ] }, @@ -27361,7 +24951,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "d44abfb4e3793c0a978e5ed14daf269c0c488cc18b60942fd66af72acb5e4787", + "prepared_review_unit_hash": "47349950372f260156e4a320274a4066bbe417da7d729c5b80ef2c5e239f36c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -27383,18 +24973,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs address the same MoonshineStreaming right-window off-by-one boundary, but one of them also expands the fix to Gemma4 and adds tests, so the overlap is strong but not an exact duplicate change set.", - "confidence": 0.78, + "summary": "Both pull requests fix the same off-by-one right-window mask bug in MoonshineStreaming; one is a narrower earlier fix, the other is a broader superset that also patches Gemma4 and adds tests.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical representative because it includes the MoonshineStreaming off-by-one correction plus test coverage and a related Gemma4 adjustment, making it the more complete change set.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the same MoonshineStreaming fix as 46310, adds test coverage, and expands the same off-by-one correction to Gemma4, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the best overall PR in the cluster since it covers the same core MoonshineStreaming bug as the other PR and broadens the fix with tests and an additional model implementation.", + "best_pr_reason": "PR 47162 is the strongest standalone representation of the bug fix: it directly patches the MoonshineStreaming mask, includes tests, and covers the same off-by-one pattern in another model.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", - "accept": false, - "reason": "Both touch the same MoonshineStreaming right-window boundary bug, but 47162 also changes Gemma4 and adds tests, so this is a related superset rather than the same concrete PR change set." + "accept": true, + "reason": "Accept: both PRs make the same concrete right-window boundary correction in MoonshineStreaming (`-dist <= right_window_size`), so they target the same underlying bug; 47162 is just a broader superset." } ] }, @@ -27424,7 +25014,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "06206762c5e19de771309e14936521eeec1ee9b68707db803546fbaac5de58e3", + "prepared_review_unit_hash": "3a20aa838013437ef31c37e1f85231420bdae8d8765c3ac501df3b0f9c69676c", "component_budget": { "node_count": 2, "item_count": 2, @@ -27446,18 +25036,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one fixes CodeLlama decode stripping by moving tokenizer decoder setup, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading to the correct tokenizer class via auto-tokenizer checkpoint overrides.", + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer auto-loading to the wrong class. They do not look mergeable into one change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs address different code paths and different bugs (decoder behavior vs tokenizer-class selection).", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46574 is the better representative only because it is a self-contained, concrete bug fix with a direct behavioral symptom; however, it is not a cluster-level canonical for the pair.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and code paths: CodeLlama decoder/leading-space handling vs DeepSeek checkpoint-to-tokenizer-class selection. They do not look mergeable into one PR." + "reason": "Different underlying problems in different files: CodeLlama decode stripping versus DeepSeek model/tokenizer-class routing. They are not the same fix and would not plausibly merge into one PR." } ] }, @@ -27487,7 +25077,7 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "8dfdfa8b89bf22c137d8345b53e5bfe0fab0a01601215bb76b256425097ef5fd", + "prepared_review_unit_hash": "ba99d4bc4eae539919269f1c7620ebf97bcc51889dbbf3a26eef8e5cd70a4c8c", "component_budget": { "node_count": 2, "item_count": 2, @@ -27509,18 +25099,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same FA2 long-context decode/perf regression on issue #46693 and touch the same flash-attention utility path; #47215 is the broader, more complete follow-up while #46696 is a narrower initial fix.", - "confidence": 0.92, + "summary": "Both PRs target the same FA2 long-context performance regression on the same code path in `modeling_flash_attention_utils.py`, with 47215 appearing to be the broader follow-up/superset fix. They are close enough to treat as duplicate change candidates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47215 is the better canonical artifact because it covers the underlying flash-attention long-context regression more completely, adds the related tracing/compile guard changes and supporting tests/benchmarks, and appears to subsume the narrower fix in #46696.", + "canonical_pr_reason": "47215 is the better canonical PR: it targets the same issue but is more complete, with a larger patch and added tests/bench coverage around the FA2 unpadding/perf regression.", "best_issue_reason": null, - "best_pr_reason": "PR #47215 is the best representative of the cluster since it addresses the same concrete code path with the fuller fix and validation, making it more suitable as the primary PR to keep.", + "best_pr_reason": "47215 is the best single PR to point to because it addresses the regression more comprehensively than 46696 and is the more likely final merge candidate.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Same underlying FA2 long-context regression on the same issue and same utility code path; #47215 looks like a broader superseding implementation of the same fix rather than a separate change." + "reason": "Same tracked issue and same underlying FA2 decode-performance bug in the same file/code path; 47215 looks like a superset of the earlier fix and could plausibly subsume it in one merged PR." } ] }, @@ -27550,40 +25140,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "aa87b194af7571c34a6fd8bb65a93024221d202359647c0989890b41b412a70b", + "prepared_review_unit_hash": "504a6a80701269b400e33133da673ad315ca8fa12b2302fcdee1abf647688cd7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix padding-mask omissions, but they target different bugs: one is a batch-size-1 masking bug in linear-attention models, the other is a continued-forward/chunked-prefill masking bug in recurrent attention utilities. They are related at a high level but not the same change.", - "confidence": 0.93, + "summary": "These two PRs both touch masking logic, but they fix different bugs in different execution paths: one is about batch-size-1 padding masks being skipped in linear-attention model forwards, the other is about recurrent attention masks being skipped on continued forwards / cache continuation. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47087 is the better canonical representative because it has a narrower, well-scoped fix in the shared masking utility and an explicit issue target, making it the cleaner anchor for this cluster's padding-mask theme.", + "canonical_pr_reason": "PR #47087 is the better canonical PR for the cluster because it has a clearer, more centralized fix in `masking_utils.py`, an explicit issue target, and a tightly scoped bug description tied to one concrete masking code path.", "best_issue_reason": null, - "best_pr_reason": "PR #47087 is the strongest standalone PR: it fixes a concrete continued-forward masking bug in a central utility, includes tests, and is easier to reuse as the representative fix than the broader model-specific batch-size-1 patch.", + "best_pr_reason": "PR #47087 is the best representative overall because it addresses the most clearly defined core masking bug in shared utility code; PR #46773 is model-specific and covers a separate batch-size-1 fast-path issue.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different underlying bugs and code paths: #46773 addresses batch-size-1 padding-mask skipping in linear-attention model forwards, while #47087 addresses padding-mask skipping on continued forwards/chunked prefill in recurrent attention. They are related, but not mergeable as one PR." + "reason": "Different bugs and code paths: #46773 fixes padding-mask handling for batch size 1 in linear-attention model forwards, while #47087 fixes recurrent-layer masking on continued forwards/chunked prefill/cache continuation. They are related by theme but not the same change." } ] }, @@ -27615,7 +25205,7 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "f6687f502b4d0c2c3c40f66d0afcae9584639c3bac5598ebfda3fa2f4a5c1996", + "prepared_review_unit_hash": "6fbad3e262fd483a65db59e5c4be22c029d9fa6c575fd5de58a4ef9b97eb3712", "component_budget": { "node_count": 3, "item_count": 3, @@ -27637,24 +25227,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs are unrelated: one fixes multimodal key normalization in AnyToAnyPipeline, one validates Gemma4 audio placeholder handling in processors, and one corrects a decoding-length cap in generation candidate lookup. I do not see a duplicate or same-underlying-change relationship between any pair.", - "confidence": 0.98, + "summary": "All three pull requests address different concrete changes. Two are only loosely related through multimodal processing, but none fixes the same underlying bug or could be merged into one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #47074 is the broadest and clearest representative of the cluster: a generic multimodal input-key normalization fix with direct pipeline code and tests.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a meaningful cluster canonical because the changes target different subsystems and bug classes; they should be triaged independently.", + "best_pr_reason": "PR #47074 is the best representative overall because it has the strongest title-to-diff match and the most general scope among the three, while the others are more specific and unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different code paths and bug types: pipeline input-key normalization vs Gemma4 processor placeholder validation. They are not the same underlying fix and would not merge into one PR." + "reason": "Both touch multimodal processing, but one normalizes AnyToAny pipeline input keys and the other validates Gemma4 audio placeholders; different code paths and bugs." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated subsystems: multimodal pipeline key mapping vs generation candidate length capping. No shared concrete bug or change." + "reason": "These are unrelated fixes: multimodal input-key normalization versus prompt lookup decoding length capping in generation." } ] }, @@ -27684,12 +25274,12 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "769abdc38d15a7b4aa0542646b1ad5f4d63f43a50b6271a7b69df69959730435", + "prepared_review_unit_hash": "16e2760aae147eff433f95a60ae68305335c062002c81099d0b4a5cd996ed785", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4182, + "serialized_chars": 4181, "estimated_input_tokens": 1046, "estimated_eval_tokens": 2348 }, @@ -27697,7 +25287,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4182, + "serialized_chars": 4181, "estimated_input_tokens": 1046, "estimated_eval_tokens": 2348 }, @@ -27706,18 +25296,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one re-enables and updates a VITS model forward test, while the other adjusts an RT-DETR v2 weight-conversion script for current model keys. They do not describe the same bug or change and should not be deduplicated.", - "confidence": 0.99, + "summary": "These PRs are unrelated: one re-enables and tightens a VITS forward test, the other fixes RT-DETR v2 weight conversion mappings. They do not describe the same bug or change path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: 47105 is a VITS test/regression change, while 47129 is an RT-DETR v2 converter fix in a different model and code path.", "best_issue_reason": null, - "best_pr_reason": "No single canonical PR: the PRs fix different code paths in different model areas and are not mergeable into one change.", + "best_pr_reason": "47105 is the clearer standalone fix to use as a representative PR if needed; it addresses a concrete forward-shape/test regression, whereas 47129 is a separate converter maintenance fix.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different subsystems and different purposes: test re-enablement for VITS versus converter-key mapping fixes for RT-DETR v2. They do not fix the same underlying bug and would not plausibly be one merged PR." + "reason": "Different models and code paths; VITS forward-test re-enable vs RT-DETR v2 converter key mapping fix. Not the same underlying change." } ] }, @@ -27734,7 +25324,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -27781,206 +25371,32 @@ "pull_request:47282|pull_request:47310", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "1fdc8fcfffb0d89a1e0019ce1d95424ac4717f93e2707f9ef5f60dcc4d9fb0e5", + "prepared_review_unit_hash": "1fd513dab34225758be60ee86b0e83e4b0c6e3841a5c621eb18e482069770807", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29372, - "estimated_input_tokens": 7343, - "estimated_eval_tokens": 14942 + "serialized_chars": 29375, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29372, - "estimated_input_tokens": 7343, - "estimated_eval_tokens": 14942 + "serialized_chars": 29375, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Mostly unrelated serge-generated integration-test fix PRs across different models. Only a few are true overlaps: edgetam fixes (47122/47224), whisper generation fix (47150/47224), and the two minimax_m3_vl load_error fixes (47123/47280).", - "confidence": 0.88, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broadest umbrella and directly includes concrete code-path fixes overlapping with other accepted duplicates (edgetam, whisper) while also addressing the wider serge integration-test batch.", - "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the best representative because it is the main umbrella patch spanning multiple real overlaps and the shared integration-test-failure cleanup theme.", - "soft_edge_verdicts": [ - { - "left": "pull_request:47122", - "right": "pull_request:47281", - "accept": false, - "reason": "Different models and different failure mode; both are test-failure fixes but not the same bug." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47123", - "accept": false, - "reason": "Edgetam backbone kwarg bug vs minimax_m3_vl load_error; unrelated code paths." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47280", - "accept": false, - "reason": "Different model and load_error fix; no shared underlying code-path problem." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47224", - "accept": true, - "reason": "47224 includes the same edgetam fix removing original_sizes before calling the backbone." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47310", - "accept": false, - "reason": "Edgetam kwarg filtering vs gemma3 cache_implementation handling; unrelated bugs." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47280", - "accept": true, - "reason": "Both address the same minimax_m3_vl load_error by providing an offload folder during model loading." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47266", - "accept": false, - "reason": "Same symptom label, but different models and likely different loading failure causes." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47281", - "accept": false, - "reason": "Different model and different fix area; not the same underlying issue." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47124", - "accept": false, - "reason": "Load_error in minimax_m3_vl vs output_mismatch in falcon_mamba; unrelated." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47310", - "accept": false, - "reason": "Falcon_mamba generation output mismatch vs gemma3 cache default behavior; different code paths." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47150", - "accept": false, - "reason": "Different models and failures; one is generation config for gemma3, the other whisper max_length handling." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47282", - "accept": false, - "reason": "Falcon_mamba output mismatch vs mamba2 OOM; not the same bug." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47281", - "accept": false, - "reason": "Different model/failure type; no concrete shared bug." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47266", - "accept": false, - "reason": "Output mismatch in falcon_mamba vs load_error in deepseek_v32; unrelated." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47310", - "accept": false, - "reason": "Whisper max_length fix vs gemma3 cache_implementation behavior; unrelated code paths." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47280", - "accept": false, - "reason": "Different model and failure mode; no common underlying change." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47282", - "accept": false, - "reason": "Whisper generation fix vs mamba2 OOM; unrelated." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47281", - "accept": false, - "reason": "Whisper generation bug vs glm46v modular model changes; different problem." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47224", - "accept": true, - "reason": "47224 includes the same whisper fix that writes generation_config.max_length when previous-segment conditioning increases length." - }, - { - "left": "pull_request:47266", - "right": "pull_request:47280", - "accept": false, - "reason": "Both load_error fixes, but for different models and likely different loading mechanisms." - }, - { - "left": "pull_request:47266", - "right": "pull_request:47281", - "accept": false, - "reason": "Different models and unrelated implementation changes." - }, - { - "left": "pull_request:47266", - "right": "pull_request:47310", - "accept": false, - "reason": "Deepseek_v32 load_error vs gemma3 generation cache behavior; not the same bug." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47281", - "accept": false, - "reason": "Same broad test-failure label, but different models and code paths." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47282", - "accept": false, - "reason": "Minimax_m3_vl load_error vs mamba2 OOM; different failure class." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47310", - "accept": false, - "reason": "Different model/failure mode; no shared underlying change." - }, - { - "left": "pull_request:47281", - "right": "pull_request:47282", - "accept": false, - "reason": "GLM46V modeling changes vs mamba2 OOM test fix; unrelated." - }, - { - "left": "pull_request:47282", - "right": "pull_request:47310", - "accept": false, - "reason": "Mamba2 OOM mitigation vs gemma3 cache default handling; different issues." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted overlaps are well supported: edgetam (47122/47224), whisper (47150/47224), and minimax_m3_vl load_error (47123/47280). The false verdicts for the other pairs are appropriately cautious given the different models/code paths." - }, - "evaluator_used": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -28003,49 +25419,46 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "d967a2f8555ab2b7183e2122a157db8f9bc2f9aadd566dfcabe2a836cd418347", + "prepared_review_unit_hash": "a087da8102eccbd39b309c39f0ebb9b0e0810815ce641d3b76c03703548e048e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related chat CLI service-root URL fixes, but they are not close enough to treat as the same mergeable change: 47140 normalizes the base URL at interface construction, while 47303 changes only the load_model call site.", - "confidence": 0.72, + "summary": "Two open PRs address nearby chat CLI URL handling, but they fix different levels of the problem: one normalizes `/v1` management base URLs, the other routes management calls to the service root. They overlap in file scope but are not the same concrete change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47140 is the better canonical PR because it implements the broader URL normalization at the interface boundary, which is the more general service-root handling change in this cluster.", + "canonical_pr_reason": "Pick PR #47303 as canonical: it targets the broader service-root routing behavior for chat management calls and has the clearest direct issue linkage, while #47140 is a narrower `/v1` base normalization fix.", "best_issue_reason": null, - "best_pr_reason": "PR 47140 is the strongest representative for the cluster\u2019s underlying theme since it applies the service-root fix more generally across management URL use rather than only one request path.", + "best_pr_reason": "PR #47303 is the best representative of the cluster because it addresses the underlying routing path more generally and appears more likely to subsume the narrower `/v1`-specific workaround in #47140.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Related but not the same concrete fix: 47140 normalizes the base URL during interface construction, while 47303 rewrites only the load_model request path. They share subsystem and intent, but the code-path changes are different enough that I would not merge them as one PR." + "reason": "Same subsystem and similar filenames, but the fixes are not the same code-path change: #47140 strips `/v1` from the management base URL, while #47303 reroutes management calls to the service root. They could coexist rather than being merged as duplicates." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The packet supports that these PRs are related to chat CLI service-root URL handling, but the analyst overstates the certainty. They target different explicit issues, and the fixes are not the same shape: 47140 normalizes the base URL at interface construction for broader management use, while 47303 rewrites only the load_model call site. That is related evidence, but not enough to confidently say they are the same underlying bug or that they cleanly merge into one PR without qualification. A more conservative verdict would hedge this as a likely related pair rather than an accepted same-bug/mergeable match." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -28069,12 +25482,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "e36bc45a200a03caddd923e428b161c8bb067686bea9944f09d0b7a770653b0d", + "prepared_review_unit_hash": "e29f78b0047ad95fc6e367bdef11ce2c3c943cf47233f8124d1698b5782fdf46", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28082,7 +25495,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28091,18 +25504,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests address unrelated fixes in different parts of the codebase: Trainer loss scaling vs. generation logits warping. They should not be treated as duplicates.", + "summary": "These two pull requests are unrelated: one fixes gradient inflation in label smoothing during gradient accumulation, while the other adds and enforces `min_tokens_to_keep` for `TopHLogitsWarper` in generation. They do not look like the same underlying change or bug.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduping here; the PRs fix different code paths and should remain separate.", + "canonical_pr_reason": "No single canonical PR: the two PRs address different subsystems and different bugs/changes.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the stronger representative because it has an explicit issue target and a narrowly defined training bug fix with clear expected behavior.", + "best_pr_reason": "PR #47261 is the better representative because it has an explicit issue target and a narrowly scoped bug fix with a clear correctness problem.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different underlying problems in different subsystems: gradient inflation with label smoothing/gradient accumulation vs. honoring min_tokens_to_keep in TopHLogitsWarper. They are not mergeable as one PR." + "reason": "Different code paths and goals: training loss scaling vs generation logits filtering. They are not the same bug or mergeable change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 85963b58d59b6b0b375c0f979f75b047f84744c4..7b4ff8bd38902f5b1c5f562cc655161f07ef4836 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260715t120033z", + "analysis_id": "hybrid-model-20260715t180032z", "archived_artifacts": { - "hybrid": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-15T12:14:53Z", + "published_at": "2026-07-15T18:13:38Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260715T120033Z", + "snapshot_id": "20260715T180032Z", "variant": "hybrid" } diff --git a/snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.json b/snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..defd30c194aaacdb46b56372dfb7af78aac5b3d8 --- /dev/null +++ b/snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.json @@ -0,0 +1,12818 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260715T180032Z", + "generated_at": "2026-07-15T18:13:35Z", + "evidence_quality": "full", + 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The strongest evidence supports a few duplicate issue groups: the Bert/DeepSpeed ZeRO-3 empty-index crashes, the Qwen3_5Moe rotary-embedding/offload bug, and the torch 2.4.1 incompatibility reports. The docs-only items are only broadly similar at the v5-cleanup level; different removed references are not enough to merge them as the same underlying change.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43596 is the clearest canonical issue for the Bert/ZeRO-3 pair because it states the concrete empty-index crash on BertModel with ZeRO-3; issue:43638 is the same failure mode but narrowed to a non-pretrained Bert model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue representative because it is the most specific, actionable report in the strongest duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: a Qwen3.5 config attribute error vs a streaming chat/completions API bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both mention runtime problems, but they are different bugs: GPT-OSS on AMD GPUs vs an MPS histogram/int issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model and code path: Mistral-3 image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Broad dtype/device symptoms only; the underlying model and failing path are different." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "A GPU failure in GPT-OSS is not the same underlying bug as a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different issues: GPT-OSS GPU failure vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch during Jamba training is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and FineGrainedFP8 failure are distinct code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export and Qwen3 auto-device-map CUDA assert are unrelated failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG docs; same repo area, different problems." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export failure and GenerationMixin import failure are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they reference different removed v5 features and look like separate changes." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "One is about removed pipeline tasks, the other about the removed transformers run command; broad v5-docs-cleanup similarity is not enough." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 embedding/trainer failure and resume-training remote-code issue are not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume training with remote code and YOLO multi-GPU device-map auto are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask/tensor shape mismatch vs Gemma4 PLE device mismatch; different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Bert ZeRO-3 loading crash and generic mask-shape mismatch are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 crash and remote-code resume-training issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths: Bert ZeRO-3 index error vs generic mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor mismatch is unrelated to Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic mask mismatch and GPT-OSS tensor-parallel-only failure are different bugs." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training remote-code issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 video StopIteration and remote-code resume-training are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export failures are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Jamba collective mismatch is not the same as the Bert ZeRO-3 index-0 crash." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and the mask shape mismatch are separate bugs." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram/int limitation and YOLO multi-GPU failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 loading crash and GPT-OSS tensor-parallel issue are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch and custom compute_loss signature break are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug affecting rotary-frequency handling." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel-only failure are not the same issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and GPT-OSS AMD GPU failure are different model-specific bugs." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse-embedding lookup cost and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 missing sliding_window_pattern and mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; 46515 is a shorter duplicate report." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 PLE device mismatch and reverse-embedding lookup regression are different forward-path bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS tensor-parallel-only issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are distinct bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Phi-tiny-MoE autocast mismatch and Qwen-3-8B-NVFP4 runtime failure are different failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram/int limitation are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and MPS histogram/int issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 embedding unpacking with TRL SFT trainer are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking issue and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy use and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index-0 crashes, but on different model families and not clearly the same root cause." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Docs-only similarity is too broad; pipeline-task references and run-command references are different cleanup items." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and MPS histogram/int issue are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and Phi-tiny-MoE autocast mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom compute_loss keyword break are not the same issue." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS GPU failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask-shape mismatch are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge accept is too confident: issue:44509 vs issue:44512 only share a broad v5-docs-cleanup theme, and the titles suggest different removed references (pipeline tasks vs transformers run command). That is not enough to call them the same duplicate with confidence. The canonical issue choice for the Bert/ZeRO-3 pair is fine, but the summary should stay more cautious about what is actually evidenced in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "cd1f534c5fafb469b5c2e1a9583841f93f5ff880c8c7b2fe16c3e39ecc5d1d92", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39736, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated model-loading/runtime regressions. The only strong duplicate pair is the v5 AutoTokenizer wrong-token-ID regression across Granite and other model families.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the better canonical issue because it describes the broader regression across multiple model families, while issue:45812 is a narrower Granite-specific instance of the same tokenizer bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest cluster representative: broad impact, clear symptom, and the most general statement of the underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is about torch 2.4.1 vs transformers 5.8.0 and the other is a USE_DISTRIBUTED=0 break in 5.9.0; different concrete failures and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure in vLLM 0.11.0 versus a PyTorch distributed-support regression in transformers 5.9.0." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading issues, but one is a corrupted Ovis2 checkpoint and the other is a missing-weight load issue for Sam3Model; not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model and failure mode: Gemma3 missing sliding_window_pattern under vLLM versus Qwen3 auto device mapping causing cudaErrorAssert." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both hit an index-out-of-bounds during ZeRO-3, but they involve different models and scenarios; too broad to treat as the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation issues with different outdated text and no shared code-path bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures: AMD GPU support for GPT-OSS-20B versus a table-question-answering crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime problems: missing Float8 storage versus distributed-support breakage in transformers 5.9.0." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different symptoms and subsystems: Liger Kernel cross_entropy dispatch versus a Qwen3-vl video StopIteration error." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different code paths: device-map forward-device mismatch versus chat-template video feature/token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression versus documentation about RAG examples; not duplicates." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading bug is unrelated to RAG docs cleanup." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both mention recent versions breaking things, but one is remote_code model compatibility and the other is a PyTorch distributed build issue; different underlying causes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying regression: AutoTokenizer returning wrong token IDs in v5, with issue:45920 simply broader across more affected model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: corrupted checkpoint versus NemotronH checkpoint compatibility." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation updates." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes/Int8Params incompatibility is a separate dependency issue from the transformers 5.9.0 distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different failure descriptions; no clear shared bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports with ZeRO-3, but they involve different models and loading/training contexts; not strong enough to merge." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "PaddleOCR-VL unit-test load failure and corrupted Ovis2 checkpoint are different model-specific issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are separate compatibility problems." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compile/tracing regressions, but they affect different models and ops; not the same concrete code-path problem." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to the table-question-answering crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming chat/completions API failure; different behaviors and likely different fixes." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different ZeRO-3/index errors and different models; too broad to call the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch dynamo grouped_mm failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes: Gemma3 config attribute error versus Gemma4 device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Both are import/config-related, but the GenerationMixin import error and the Gemma3TextConfig missing attribute are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat/completions streaming failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS histogram not implemented error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime issues: grouped_mm tracing failure versus autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a non-template-nodes compile error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid-method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-shape errors, but they occur in different model-loading scenarios and do not clearly share the same root cause." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback blocking and remote-code model_class/config_class failures are distinct compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it identifies only the clearly supported duplicate pair (issue:45812 / issue:45920) and treats the rest as likely unrelated or at least not safely mergeable. The soft-edge rejections are generally conservative and do not overclaim duplicates based on title-level similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:44387|issue:45005", + "issue:46869|issue:47228", + "issue:41093|issue:43596", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:43873|issue:45005", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "346d25c9d9ca3545f2cccbd906d8e86c115be8926488d8dad7737b7be8cfea4a", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38041, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose bundle of unrelated Transformers issues. Only two small duplicate families look credible: Qwen video-input regression reports, and the generic input-validation error-message bug with a T5-specific instance. No single global canonical issue stands out.", + "confidence": 0.73, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set; the items split into several unrelated bugs, with only a couple of true duplicate pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45183 is the strongest umbrella candidate: it describes a generic validation-code-path bug across models and can absorb the T5-specific report as a concrete instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Same v5-era config surface, but different concrete problems: missing pad_token_idx vs pydantic PretrainedConfig field handling." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Both are recent regressions, but one is torch/transformers incompatibility and the other is a device-mismatch forward bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "Both are regression reports, but the concrete bugs differ: bitsandbytes init-arg incompatibility vs Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention mask/index shape errors, but the model/training paths differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Unrelated failures: image-preprocessor dtype mismatch vs bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and code paths: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "One is GGUF architecture support, the other is a streaming inference failure on Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both involve v5 changes, but 44291 is specifically the unexpected _is_hf_initialized constructor arg." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior on Qwen3-MoE is a different bug from the config/pydantic regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization memory/OOM behavior and tied-weights translation issues are different code paths." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "Different subsystems: multi-GPU device_map handling vs bf16 compilation." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the specific tensor shapes and initialization contexts do not match closely enough." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call is unrelated to the Sam3 compilation regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both touch multimodal input handling, but one is image dtype mismatch and the other is video token/feature alignment." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch version incompatibility are broad but distinct failure causes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Yes \u2014 both report Qwen video-input failures from video feature/token mismatch in the same chat-template/preprocessing path." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve Siglip2, but one is embedding quality and the other is nonsensical pipeline output; not clearly the same root bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different initialization/training scenarios and different errors; trust_remote_code is not enough to make these duplicates." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are separate problems." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both concern Qwen 3.5/3.6 multimodal internals, but one is config unwrapping and the other is uninitialized rotary embedding memory." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different generations of the same error shape, but not enough evidence of the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and Qwen3.5/TRl embedding unpacking are distinct issues." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback logic are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on gpt-oss and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is loading the wrong module after save/load." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback gating are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied weights in Mistral3 and translation-model tied-weight issues are not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to docs mentioning a removed run command." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and docs command removal are clearly separate." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is broader and unrelated to tied-weights translation bugs." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different model/cache bug from tied-weights handling." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Yes \u2014 46463 looks like the T5-specific manifestation of the broader XOR input-validation error-message bug in 45183." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft-edge pairs are well supported by the titles and issue descriptions: the Qwen video-input regression family and the generic input-validation/error-message bug with a T5-specific instance. The rejected pairs are mostly separated by model, subsystem, or failure mode, and the summary correctly avoids claiming a single canonical issue for the whole set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44863|issue:45005", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399" + ], + "prepared_review_unit_hash": "75bbacff51baf47dc8727b604af453212b28a9de8341da278ef4f8409334772f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with a few clear duplicate pairs around non-persistent buffer corruption, cache seq-length typing, Gemma4 quantized embedders, disk-offloaded Qwen3 saving, and a likely shared Mamba2 recurrence bug.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43950 is the clearest representative of the non-persistent-buffer regression: it states the core bug directly, names the from_pretrained path, and matches another strong duplicate candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best global representative because it describes a concrete, reproducible regression with a clear code path and also anchors another near-exact duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: both describe v5 corrupting/filling non-persistent buffers during model loading." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly a fix for the same problem." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API bug: get_seq_length() returns the wrong type/shape and breaks downstream arithmetic." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Both report the same disk-offloaded save failure on Qwen3 models; only the model variant differs." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Both point to the same Mamba2 recurrence/use_cache correctness problem, with NemotronH missing the shared fix." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These are the same non-persistent-buffer corruption regression, described from slightly different angles." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and failure modes; both are tokenizer/load issues but not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: NemotronH checkpoint loading vs tied-weights behavior in translation models." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and appear to have different root causes." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example errors vs model quality/embedding degradation are not the same underlying issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different Trainer/DeepSpeed failures with unrelated stack traces and code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes Int8Params kwarg mismatch vs missing Float8 storage object." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer regression across many models vs a specific DeepSeek-Coder v1 tokenizer bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model embedding quality issue vs a tokenizer-version behavior change; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities is not the same as worse text embeddings, even though both involve SigLIP2." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different numerical failures: autocast dtype mismatch vs RLHF NaNs from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers/state materialization, but the bugs and code paths are different." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Embedding quality discrepancy vs HF/JAX implementation mismatch are related only at a broad model-family level." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence crash and CPU-offload incompatibility are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError is unrelated to inv_freq uninitialized-memory materialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 quantization memory growth are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Unnecessary loading noise is not the same as a concrete model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension training error and early-stopping metric configuration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug and AMD GPU execution failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise on load and inability to load a specific model are not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss is too specific to merge with a broad 'models using remote_code break' tracking issue." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different training behaviors." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback blockage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet overall, and the accepted soft-edge pairs are mostly conservative. The non-persistent-buffer, Gemma4 dtype-cast, cache seq-length, disk-offload save, and Mamba2 recurrence groupings are all supported by the titles/metadata provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805" + ], + "prepared_review_unit_hash": "478a669f9d8104fcc0520d49dd720865f649bfe7cddf025d680c7f8d503daced", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bugs, with only a few clear duplicate pairs. The strongest duplicates are the docs pipeline-removal reports, the training-loss double-shift reports, and the repeated mask-shape IndexError reports.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46894 is the clearest representative of a concrete, repeated bug pattern (training-loss double-shift) and has a near-duplicate in issue:46897.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue:46894 is the most actionable and specific issue among the matched duplicates, with a clear shared failure mode and likely single fix path.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: tokenizer error messaging for Voxtral vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Unrelated problems: missing Qwen2.5-VL import vs bitsandbytes Int8Params compatibility." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both involve loading/fallback paths, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: MPS histogram on Int vs Gemma4 PLE device placement during forward." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model/load failures with no clear shared root cause: Qwen3VL weight_only error vs GLM5 issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Too broad: remote_code breakage from recent versions vs a specific Gemma4 device_map bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is a tokenizer-mapping helper failure; the other is a broad remote_code regression. Same area, not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 device placement mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading complaints, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code regressions vs a specific Kimi-K2.5 tokenizer regression; no concrete shared fix." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: hf4.x/hf5.x LoRA compatibility vs a warning about tie_word_embeddings in Qwen3.5 LoRA tuning." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes parameter init issue is unrelated to YOLO multi-GPU device_map behavior." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different AutoModel config bugs: text_config unwrapping vs remote-code model_class.config_class missing." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both touch DeepSeek tokenization, but one is a tokenizer.json pre-tokenizer override regression and the other is a separate v5 output regression tied to a PR gap." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation regression: both report lingering references to removed pipeline tasks in v5 docs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Different remote-code failures: broad breakage in recent versions vs missing config_class on from_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different core bugs: untied lm_head in Mistral3 vs silent corruption of non-persistent buffers on from_pretrained." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model load failures, but the symptoms and likely causes differ substantially." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern affecting different models, and could plausibly be fixed in one change." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio-related failures: Whisper loading/running vs _torch_extract_fbank_features()." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion on load and the other is gradient averaging with model_accepts_loss_kwargs=True." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different API/runtime errors: unexpected num_items_in_batch in compute_loss vs a mask/tensor shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing is the theme, but one is ineffective LoRA checkpointing and the other is a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading issues in Qwen3-family models, but the model scope and reported failure mode differ too much to treat as the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: GLM-4.7 unit-test load issue vs NemotronH checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but one is a broad v5.3.0 regression across multiple Qwen models and the other is a specific StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different issues: DeepSpeed training weight shape error vs image processor segmentation-map handling." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError pattern with the same mask/tensor shape mismatch; likely the same underlying off-by-one or length-misalignment bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: no PRs are present, and the identified strong pairs (43827/44509, 46894/46897, 41093/44805) are well supported by the titles and similarity signals. The rejected soft-edge verdicts are generally conservative and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:43366|issue:43531", + "issue:41553|issue:44991", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:41553|issue:44488", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994" + ], + "prepared_review_unit_hash": "1e0d77aaa094f291aee2155ff94c7ceb2599f1f12cdeb1818e46b5d569e5a027", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36861, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are distinct bugs affecting different models or code paths. The only clear duplicate pairs are the two custom-model-init Transformer 5.0 issues and the two SigLIP2 output-regression issues.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the Transformers 5.0 custom model initialization regression; issue:43645 is the narrower notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster: broad scope, clear failure mode, and minimal environment-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime model bugs, but one is a Qwen3.5 SDPA/BF16 behavior issue and the other is a flash-attention AttributeError on sink-less models; different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs broken Nemotron example." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to Sam3Model text-encoder weights not being loaded." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF support for gpt-oss and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache on Qwen3.5 and NemotronH checkpoint loading are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "One is GGUF architecture support; the other is a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizers, but Voxtral AutoTokenizer error handling and est-roberta loading failure are different model-specific problems." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same as the torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Qwen3_5Moe rotary embedding materialization are separate bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss and missing Float8 storage type are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained BertModel ZeRO-3 init failure is not the same underlying issue as a torch version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch involve different failure modes." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are different multimodal bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device model loading breakage are different initialization paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL import and meta-device loading regressions are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error do not share the same root cause." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but Voxtral AutoTokenizer error messaging and sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are different requests/issues." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0 breaks custom model initialization; 43645 just narrows it to Jupyter notebooks." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different code paths: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 and torch 2.4.1 incompatibility are not the same issue." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 flash-attention illegal memory access from 3D position_ids is different from cache.get_seq_length() returning a device tensor." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile/SDPA failure and Qwen3.5 flash-attention packed-sequence misinterpretation are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Gradient checkpointing being ineffective and a CheckpointError under PEFT+ZeRO-3 are related thematically but not the same concrete bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and DeepSeek-Coder v1 output corruption are model-specific and not clearly the same root cause." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch is unrelated to a broad torch version incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES model-addition failure and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Duplicate of a previous pair in the list; still not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression: zero probabilities / nonsensical outputs from the same model in AutoModel/pipeline use." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and the soft-edge calls are conservative. The two accepted duplicate pairs (43645/43646 and 38175/43994) are plausible from the titles, and the rest are reasonably separated by model, symptom, or code path. The summary does not overstate beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44164|issue:44291" + ], + "prepared_review_unit_hash": "99736e3599102305f2fa4e8e6be9bcf6b96226e5b2f60811ae1b6a416949fe7a", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 / model-loading regressions, with only a couple of clear duplicates; the strongest exact match is the non-persistent buffer junk regression, and the closest true duplicate pair is the Gemma4 4-bit multimodal quantization bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43632 is the broadest root-cause regression in the set: a Transformers v5 initialization/loading flag break that is more central than the model-specific reports and plausibly underlies several nearby failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue for this cluster because it captures the most general Transformers v5 loading regression rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config/validation loading failures, but they affect different models and appear to be different breakages." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "One is a ZeRO-3/BERT index error; the other is a tokenizer mapping edge case. Different code paths and symptoms." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: empty-tensor/index error under ZeRO-3 vs add-new-model-like tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure and mask/tensor shape mismatch are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both concern loading, but they are different models and different mechanisms (Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking)." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit quantization bug: unsafe dtype handling in multimodal embedders/audio path." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "The `_is_hf_initialized` regression and the Kosmos2.5 OCR index error are different underlying bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized offload loading and Strix Halo mmap OOM are unrelated issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities in the model and the other is docs/example + quantization failures." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3MoE FP8 config failure are distinct." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different models and different failure modes; no shared code-path evidence." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: GLM5 unspecified issue vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Likely related loading regressions, but different model repos and insufficient evidence they share the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan missing entries are different bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading; the other is save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and broken Nemotron example are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is checkpoint loading ignoring dtype and the other is from_config leaving config.dtype stale." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate+deepspeed conversion issue and GLM-4.7-Flash test loading failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a broken documentation example and the other is a model/pipeline output-quality bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures on different repos, but not enough evidence of the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and quantization offload behavior are different issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL weight-shape mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3 MoE compatibility and t5gemma resize_token_embeddings behavior are different code paths." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model families and different resize_token_embeddings symptom." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint resume/max_steps logic and SGD argument handling are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Memory inefficiency during Qwen3 MoE training is not the same as increased reserved memory under int4 quantization." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are different serialization/init bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet titles. The two accepted pairs look like clear same-bug clusters, while the rejected pairs avoid overclaiming shared root cause. The summary is also cautious overall and does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901", + "issue:47332" + ], + "soft_pairs": [ + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:44387|issue:44756", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:47332", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "ed6fc61a604814f03d7b7fefecd8636a4856cde69b72c83fb80142fb6249d366", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime bugs, with a couple of loose thematic overlaps (resize_token_embeddings, training-loss double-shift) but no clear duplicate set strong enough to merge.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous; the closest near-duplicate subgroup is the resize_token_embeddings pair around issue 45276.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the best representative of the only tight duplicate-like subgroup here, since it has the clearest adjacent match (45292) and a concrete, well-scoped failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model/serialization trouble, but one is a GLM5 topic and the other is sinq quantization save/load breakage; different bug classes and code paths." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is Granite token-id mapping; same broad area, different root cause." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but they affect different model families and different destinations (Gemma4 per-layer/output embeddings vs t5gemma decoder.embed_tokens)." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a training-loss double-shift pattern, but they are model-specific reports without evidence of the same implementation or shared code path." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures on different models: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both touch torch/version compatibility and loading, but one is a Torch 2.10 incompatibility report while the other is a meta-device loading regression on specific models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading/tokenizer complaints, but they concern different models and different failure modes (vocab bounds vs unable to load cjvt/sleng-bert)." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "TypeError under init_empty_weights and mmap OOM on Strix Halo are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are distinct model architecture issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batched token leak are unrelated failures." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention-related crashes, but one is a Qwen3.5 3D position_ids packing bug and the other is an s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying bugs, but they affect different model classes and likely different tie-init paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to the GLM5 issue." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory reports, but one is offloading behavior and the other is increased reserved memory/OOM under int4; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe CPU-offload rotary embedding incompatibility are distinct issues." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states mispopulation are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized-model loading problems, but they concern different models and quantization formats, with no sign of a shared defect." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leak and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformersConfig sparse-layer creation and Gemma4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint-loading failure and a broken Nemotron example are different issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 CUDA reserved-memory growth and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config blocking granite_speech are different failures." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "These are the closest pair in the cluster, but one is Gemma4-specific propagation into embed_tokens_per_layer/output_embeddings and the other is a broader output_embeddings propagation bug; not enough evidence of one concrete shared fix." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN explosion are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Both involve loading/offloading, but one is meta-device model loading and the other is saving a disk-offloaded Qwen3-VL model; different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM 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": 27, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47331" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46894|issue:46901", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:40990|issue:47331", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759" + ], + "prepared_review_unit_hash": "32fa05738d5ca2d84c1125ff0dc38c6c2b45d6e78ab178d1d4141716409f8e0f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly composed of semantically adjacent but distinct issues (tokenizers, custom model loading/saving, precision/device-mismatch, and unrelated regressions). None of the soft pairs are close enough to treat as true duplicates or one merged fix.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45698 is the clearest concrete regression in the save/load custom-module path and is the most central representative of the nearby serialization/loading reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest standalone triage target: specific, user-facing, and likely to anchor related save_pretrained/from_pretrained follow-ups without overgeneralizing to unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is BPE marker handling and the other is continue_final_message on mistral_common; different code paths and fixes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both are attention-related crashes, but one is flash_attention sink-less handling and the other is Gemma4 FSDP2 shared_kv_states rebuilding; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both concern model loading regressions, but one is a GLM-4.7 test load issue and the other is Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save_pretrained/custom-model flows, but one is file permission propagation and the other is wrong module resolution after saving; distinct failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state serialization are related only broadly; they describe different breakages and code paths." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch-version incompatibility and bf16 compilation regression are both environment-related, but they are separate compatibility bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "These are very similar resizing symptoms, but one is generic output_embeddings and the other is t5gemma decoder.embed_tokens; likely related, not clearly identical from the reports alone." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks versus Trainer resume max_steps calculation are unrelated bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer vocab/load issues, but one is pad/unk token placement and the other is inability to load a specific model; too little evidence of the same root cause." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage lookup failure for Float8 and mmap OOM on Strix Halo are entirely different runtime problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is a broad version issue, while the autocast error is a model-specific dtype mismatch; not one fixable bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "They are both training-loss double-shift reports, but they are for different models and no shared concrete implementation details are shown." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a convert_tokens_to_ids slowdown and the other is a leading-space round-trip regression; different defects." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID regression and slow convert_tokens_to_ids are separate tokenizer regressions, not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device_map auto failure are different environment/model-loading problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues in different subsystems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading breakage and notebook custom-model initialization regressions are adjacent but not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are separate compatibility problems." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes do not share a concrete code path." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen variants and a mask shape IndexError are different model/runtime failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template node compilation error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline and removed pipeline-task docs are both documentation issues, but not the same doc defect." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "High perplexity on a model and Metal quantization batch corruption are completely different symptoms and code paths." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 loading/pipeline nonsense outputs and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated loader/tokenizer failures." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and unwrap text_config for composite multimodal configs are different serialization/configuration 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": 27, + "review_unit_index": 10, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:44164", + "issue:44265", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:44530", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:43596|issue:44683", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:44451|issue:44987", + "issue:32090|issue:39404", + "issue:43873|issue:47331", + "issue:43541|issue:45084", + "issue:42915|issue:44530" + ], + "prepared_review_unit_hash": "8967343781bfb08ed3c1b00639a823aaa6b95744dd80f7c2a1429810f9198aab", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37198, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 27, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44466", + "issue:44530", + "issue:44534", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43482|issue:47312", + "issue:43262|issue:47331", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:43317|issue:43482", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:44849|issue:45325", + "issue:28530|issue:34567", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "50bcbcfd63eed0e794e617f49a74e64e43f6f6cb8e10035902e76b41d56df029", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37201, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct bug reports with only broad keyword overlap (v5 regressions, loading, audio, tokenizer, etc.). I found no soft pair that clearly describes the same underlying bug or change, so none should be merged as duplicates. If one issue has to serve as a cluster anchor, the broadest is the custom-model initialization regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set: a Transformers v5 custom model initialization regression. It is more representative than the other issues, which are narrower or model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general v5 initialization breakage rather than a one-off model or backend-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config vs PagedAttentionCache invalid group type; different code paths and failure modes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model/dataset vs tokenizer post-processor not updating after runtime special-token edits; unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multi-image training failure vs continue_final_message behavior in mistral_common tokenizers; different features." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization breakage in Jupyter; not the same issue." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking vs multi-image finetuning failure; no shared bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization; distinct defects." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange in XLNet relative positions vs Qwen3_Moe rotary embedding offload incompatibility; different models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing TensorFlow in torch extra vs undefined tensorflow_text backend mapping; related ecosystem area but not the same underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor vs _torch_extract_fbank_features helper issue; same audio area but not clearly the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; unrelated failures." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures for different models and likely different causes; only share a broad Transformers v5 context." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF/from_pretrained breakage in general vs Qwen2.5-GGUF loading failure; same broad area but not enough evidence for the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated issues." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs kernels 0.16 incompatibility; different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs MetalConfig quantization batch corruption; entirely different problems." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs batched quantized generate corruption; unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode special-token handling vs empty transcription after align_special_tokens; both Whisper-related but not the same concrete bug." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech vs mistral_common continue_final_message behavior; different components." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "xLSTM smaller-than-7B training blockers vs return_last_states=False crash; same model family but different bugs and fixes." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Jupyter custom-model initialization regression vs remote-code model_class missing config_class; related theme, different failure points." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "apply_chat_template sample-rate default vs MIMI batch padding-mask mismatch; both audio, but not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map auto dequantized-model offload issue vs Qwen2.5-GGUF loading failure; different loading paths and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash due to backend_tokenizer attribute; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper model runtime failure vs YOLO multi-GPU device-map failure; different models and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage vs non-persistent buffers filled with junk; both v5 regressions but distinct defects." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template compilation error; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch vs DAC from_latents/forward mismatch; both parity bugs in audio models, but not the same one." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading regression for a specific repo vs Mistral tokenizer regex patch crash; separate issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling issue; different models and behaviors." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup vs TrainerState token counter not updating; unrelated training-tracker bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weight in Mistral3ForConditionalGeneration vs device-dependent serialization of lm_head.weight; related theme, but different concrete 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": 27, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43742", + "issue:43746", + "issue:43872", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46821", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:43611|issue:44534", + "issue:43872|issue:44291", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746" + ], + "prepared_review_unit_hash": "ab85c76b0ffd53412a4bf15e0e8a454d12d4fa6f14462f70554ecc37c7e12912", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. Only a few soft pairs look like true same-bug reports, mainly around transformers v5 loading/serialization regressions and one Qwen2.5-VL video/rope-index regression.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue covers the whole set; it spans several unrelated regression families. If one representative is needed for the closest duplicate subcluster, issue 44291 best captures the core v5 _is_hf_initialized loading breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44291 is the cleanest and most general report of the _is_hf_initialized regression, and it also aligns with the bitsandbytes incompatibility report in 43872.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Related Qwen3/MoE loading failures, but one is FP8-config trouble and the other is a generic _is_hf_initialized init-empty-weights TypeError; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal inference issues, but one is a SigLIP2 AutoModel/pipeline output bug and the other is an OmDet processor size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer-loading failures; shared v5 timing doesn't imply the same defect." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading regressions, but ScandiBERT and the Mistral regex patch crash are different code paths." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n attribute collision vs Gemma4 quantized audio/vision dtype cast; different model families and failures." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "PEFT checkpointing flag vs DeepSpeed checkpointing error; not the same problem." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency vs StaticCache length type mismatch; separate generation bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export torch_compilable_check failure vs OmDet processor size mismatch; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs Qwen3 auto device mapping assert; different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs granite_speech strict-config loading; no overlap." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 issue vs float8 storage lookup; both are quantization themed but different errors." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault on load vs Qwen3OmniMoe video ValueError; different models and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen2.5-VL/Qwen3-VL video-position/rope-index regression in v5.3.0; 45325 is the specific still-image manifestation." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync overhead vs StaticCache length contract; unrelated performance vs API bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "base_model_prefix loading regression vs TimesFM window_size AttributeError; distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility vs noisy loading logs; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute vs loading a specific tokenizer; unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; different models." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL multiple-image finetuning failure vs still-image rope-index scaling bug; different failure modes." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction bug vs flex_attention compilation bug; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization bug; 45357 is the later report that the visual-encoder keys are still wrong." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression vs non-persistent buffer junk; different v5 regressions." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same transformers v5 _is_hf_initialized regression: 44291 is the generic loading failure, 43872 is the bitsandbytes Int8Params incompatibility manifestation." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow-tokenizer convert_tokens_to_ids slowdown; different symptoms and code paths." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Mistral dtype mismatch vs Gemma4 quantized multimodal casting; separate model-specific regressions." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer regression; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "AutoTokenizer token-ID regression for Granite vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Ministral BPE-marker handling vs GraniteSpeech PEFT local-checkpoint loading; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the set as mostly heterogeneous, and the few accepted soft pairs are plausible same-bug subclusters from the titles alone (notably the _is_hf_initialized reports, Qwen3.5 save_pretrained regressions, and the Qwen video/rope-index regression)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43883", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923", + "issue:46402", + "issue:46710", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:43883|issue:44991", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43296|issue:46821", + "issue:43317|issue:43856", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43611|issue:43646", + "issue:43482|issue:45538", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "8cff11110636c591d7cb1cc308a4fe2d4cef72965fb15d295e10d682d74db4e8", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports. I found two likely duplicate pairs centered on Transformers v5 regressions: `_is_hf_initialized`/`init_empty_weights`, and non-persistent buffers being filled with junk. The rest are model- or subsystem-specific and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the clearest, most specific representative of the shared Transformers v5 non-persistent-buffer regression, and it matches a near-exact later duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue to anchor the cluster: concrete, broadly impactful, and it cleanly captures one of the true duplicate regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: gradient checkpointing in eval mode vs a missing supports_gradient_checkpointing flag in a remote-code model." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 regressions, but one is an init_empty_weights/_is_hf_initialized argument issue and the other is a storage deserialization error; different code paths." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen VL workflows and failures: multi-GPU training vs iterable-dataset finetuning with multiple images." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper load failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different issues: missing all_tied_weights_keys vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an accuracy regression on a different model are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are separate internals." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the init_empty_weights/_is_hf_initialized loading regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are v5 loading errors, but Qwen2.5-GGUF failure and missing pad_token_id on Llama4Config are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend availability issue vs runtime undefined tf backend error; not the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json and the other miscomputes Granite token IDs; too different to merge confidently." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Docs mentioning removed pipeline tasks is not the same as a broken DIA example." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map auto dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend installation packaging and PaddleOCR-VL loading are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment vs non-persistent buffer junk are different regressions." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading regressions, but base_model_prefix loading and custom model initialization are distinct failure modes." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max length are unrelated tokenizer/model issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching bug and Gemma3 NaN embeddings from sliding-window attention are different code paths." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder loading are unrelated model-specific bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is not the same as bfloat16 dtype mismatches." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffers being filled with junk is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long OCR index errors 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": 27, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:41553|issue:43582", + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873" + ], + "prepared_review_unit_hash": "6a751c6ebd38b2198b745a4d97cdd6390bc03f1a1bba19ef67bd15ea4a66587c", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative triage: most pairs are clearly distinct, and the two model-related soft edges are only related by failure area, not proven duplicates from titles/metadata alone. I would reject both soft edges and keep the Qwen2.5-VL issue as the best representative in that narrow area.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45381 is the clearest, most concrete Qwen2.5-VL position/rope-index regression report in the set, so it is the best representative issue for this narrow area.", + "canonical_pr_reason": null, + "best_issue_reason": "45381 is the most actionable and specific issue here, with a direct regression description and a well-scoped code path to investigate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different failures: multi-image finetuning/dataset handling vs video position-id regression." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and bugs: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2 output discrepancies, but the metadata only shows a likely related symptom family; not enough evidence to call them the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both point to Qwen2.5-VL position/rope indexing, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not proven duplicate." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a config/tie bug and the other is a device-dependent serialization regression." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated training bugs: flash_attention_3 behavior vs single-label classification zero-loss degeneration." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: init_empty_weights argument handling vs strict config loading for granite_speech." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL prompts, but the concrete failures differ: multi-image finetuning vs image placeholder in user text." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior vs tokenization changes across versions are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export support for torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but in different models and code paths: video input handling vs Gemma4 PLE device map mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression and Whisper empty-transcription generation failure are unrelated symptoms." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device mapping, but the models and failure modes differ too much to be the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights and torch.compile SDPA failures are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE deepspeed conversion and missing gradient_checkpointing flag are different issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator TypeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on WikiText and LoRA gradient-checkpointing ineffectiveness are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied lm_head weights and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model offload load failure and generic quantization offloading issues are too different to merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall read is directionally reasonable, but it overstates the evidence in the two accepted soft edges. From the packet we only have titles/metadata, and neither 43493\u219443994 nor 45325\u219445381 is shown to be the same bug; they are only clearly related by model/failure area. The reasons should stay conservative (e.g. \"likely related\" or \"possibly duplicate\") rather than asserting a shared implementation mismatch or same code path. The rest of the false verdicts are mostly conservative, but the two true verdicts are too strong for the available evidence, so I would reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43065|issue:46402", + "issue:44451|issue:47020", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:36010|issue:42617", + "issue:43550|issue:43720", + "issue:43646|issue:46665" + ], + "prepared_review_unit_hash": "f473114d64de0132d0e4d5a2a64e3858cd9eebcb9246f6c8eef4f0f844b0db20", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35475, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across loading, tokenization, generation, quantization, and model-specific behavior. I would not merge any of the soft-edge pairs as the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43646 is the broadest, most central regression report in the set: a Transformers 5.0.0 custom-initialization breakage. If one issue must anchor this mixed group, it is the most representative umbrella for the version-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single representative because it is a general API/regression report rather than a narrow model-specific symptom, so it is the most plausible catch-all among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different failure modes: FSDP RAM-efficient loading vs non-persistent buffer serialization/junk values." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated trainer API mismatch versus a 3D parallel example/runtime failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both are weight/loading problems, but they affect different models and code paths: tied lm_head weights vs packed-weight unpacking under accelerate." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different model paths and bugs: MIMI padding-mask batching issue vs Perceiver positional interpolation at non-default resolution." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both involve model execution failures, but one is an A800 device-mapping assert and the other is a Llava Next segfault on load." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is a missing pad_token_idx and the other is wrong text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Completely different areas: streaming mask off-by-one versus tokenizer lookup performance regression." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer custom-loss signature mismatch is unrelated to Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Both touch model loading/saving, but one is a Llava Next segfault and the other is sinq quantized model round-trip corruption." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is strict config validation and the other is tokenizer construction for a specific model." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 failures: device-mapping assert versus flash-attention generation correctness." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory issues, but one is int4 quantization reserved-memory OOM and the other is an apex RMSNorm leak in T5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on one model is not the same as a tokenization-behavior regression." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-mapping assert on Qwen3 is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they are model-specific and described as separate issues, not one shared code-path defect." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different serialization regressions affecting different components: lm_head.weight vs visual encoder keys." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Resume-from-checkpoint epoch iterator failure is unrelated to early stopping metric selection." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching crash and bfloat16 dtype mismatch are different subsystems and bugs." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram limitation on Int tensors is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d placeholder and the other is missing text-encoder weight loading." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading failures, but one is ScandiBERT-specific loading and the other is an XLMRoberta/Unigram constructor mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer API regression is not the same as a general tokenization-behavior change." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache internals, but one is beam-search cache reorder and the other is prefill seq-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to accelerate loading of packed BitNet weights." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/loading, but one is a broad Transformers 5.0 breakage while the other is an inconsistency specific to from_pretrained inside Python classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:34634", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43716", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46894", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:44423|issue:45406", + "issue:28530|issue:33666", + "issue:44008|issue:45823", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:45479|issue:47317", + "issue:44671|issue:44743", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:46894|issue:47317", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:30064|issue:34634" + ], + "prepared_review_unit_hash": "c330a6b538a4d9f2a8b866a5b35bf0b43665c037705b6c9feb071849d7e3e226", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35632, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive mix of unrelated issue reports across tokenizers, multimodal processors, training, cache/generation, and device-mapping paths; none of the soft pairs look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46858 is the clearest, most technically specific bug report in the set and best represents the runtime/caching side of the cluster; the rest are mostly unrelated one-off model or API issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 has the strongest concrete failure description and most actionable low-level symptom, making it the best representative issue here even though the cluster does not center on a single duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different failures: dtype propagation on Blip2 loading vs resume_from_checkpoint max_steps recalculation." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-related, but one is a LayoutLMv2 tokenizer/NER padding crash and the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for unrelated models with different causes and code paths." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal bugs: untied lm_head in Mistral3ForConditionalGeneration vs incorrect visual encoder keys saved by Qwen3.5." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Quantization/offload themes overlap, but these are distinct failures in different models and loading paths." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image handling, but one is a processor output-size bug and the other is a Perceiver resolution/interpolation failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism bugs: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallelism not working." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes in different ways: continuous-batching multimodal input handling vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision causing missing audio_mel_mask is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/revision requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention compatibility in Ministral-3 and a flaky bbox coordinate test are not the same underlying issue." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is serve/KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "A degenerate loss for single-label classification with num_labels=1 is not the same as a model-specific training-loss bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model-specific defects." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but they affect different tokenizers and have different crash modes." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is distinct from the static-cache seq_length device-tensor arithmetic bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-system bugs." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they are model-specific bugs with different mechanics and no shared code path shown." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset support 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": 27, + "review_unit_index": 17, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43452|issue:47020", + "issue:43881|issue:44991", + "issue:42915|issue:43322", + "issue:45701|issue:47145", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43526|issue:43883", + "issue:43540|issue:43782", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:43540|issue:46858", + "issue:44077|issue:44625", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "a9142642b343f1ad5d5b9d4b5cbb9c56dc60896fdc6a0e7f345aaa9c1b829bc5", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly semantically similar but not true duplicates: they describe different models, different code paths, or different failure modes. No PRs are present. I\u2019d treat this cluster as loosely related loading/runtime issues, not mergeable duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the best representative if one must be chosen: it has the strongest discussion/inbound-reference signal and sits at the center of the broader offloading/quantization/runtime-loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central and impactful issue in the set, with the highest external signal and a broad runtime failure surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer/load failures, but one is about gguf_file handling for AutoTokenizer/AutoModel, while the other is an XLMRobertaTokenizer/Unigram type mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and different breakpoints: glm-4v-9b loading versus tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "One is a FineGrainedFP8Config failure for Qwen3Moe; the other is a segmentation fault when loading Llava Next. Different model families and failure modes." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Both mention tokenization/version-sensitive behavior, but one is a tokenization drift report and the other is a compressed-tensors FP8 weight_scale bug." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both concern runtime/model behavior, but one is offloading with quantization while the other is a T5-specific Apex RMSNorm memory leak." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is an image-preprocessing bug; Molmo all_tied_weights_keys is a model attribute/load issue." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "One is a video-input processing ValueError in Qwen3OmniMoe; the other is a from_pretrained weight_only=True error in Qwen3VL." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3 MoE/composite configs, but one is a sliding_window issue and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers filled with junk is a framework regression; inconsistent from_pretrained behavior inside Python classes is a separate API behavior issue." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a GPU/device-mapping failure; GraniteSpeech PEFT local-checkpoint loading is a different loader path." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed and a PEFT/ZeRO-3 checkpoint error are both training/loading issues but not the same code path." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/runtime loading problems, but one is device mismatch with CPU offload and the other is unpacking packed BitNet weights during accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning and a video-branch undefined-variable bug in multimodal token counting are different defects." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to streaming chat/completions failures for Qwen3.5-0.8B." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is a trainer bookkeeping bug, not a generation-path issue with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention Qwen3-MoE/sizing behavior, but sliding_window and TimesFM window_size AttributeError are distinct models and APIs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding_window in Qwen3-MoE is unrelated to the Float8 storage lookup error when loading quantized checkpoints." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are different subsystems and failure classes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics tuple-label truncation and SAM3 PCS text/bbox odd behavior are different evaluation versus multimodal-input bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5/MoE configs, but one is from_config text_config unwrapping and the other is CPU-offload incompatibility in rotary embedding forward." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "ScandiBERT loading failure and est-roberta tokenizer failure are separate model/tokenizer regressions." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Saving incorrect visual encoder keys and text encoder weights not loaded are opposite sides of Qwen3.5 vs Sam3 model handling, not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated runtime paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are distinct config/architecture issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers v5 is a framework initialization regression; from_pretrained inside Python classes is a different loading-context inconsistency." + } + ] + }, + "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": 27, + "review_unit_index": 18, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:45923|issue:47333", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:43746|issue:46050", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:44995|issue:46858" + ], + "prepared_review_unit_hash": "4cc448d1e1d4be9b9d3699cfacd1481c2e4cff0081485c70ecf99c887f634a6d", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated transformer issues; I only see two true duplicate pairs: the HF_HUB_OFFLINE tokenizer failure and the Qwen2_5_VLProcessor batched apply_chat_template crash.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44843 is the most diagnostic report in the set because it names the concrete offline failure path (`_patch_mistral_regex` calling `model_info()`), which matches the broader tokenizer-cache symptom in issue:42886.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the clearest actionable issue here: it identifies a specific codepath and root cause, making it the best representative issue among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Different bugs: a missing capability flag on a trust_remote_code model vs. disk-offloaded save failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading failure and image-processor torchvision dependency are separate problems." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "One is an AddedToken constructor TypeError; the other is a model load failure for ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resize handling and bfloat16 dtype mismatches are unrelated codepaths." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification config, but one is num_labels propagation and the other is a zero-loss bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: SFT embedding unpacking vs. evaluate() after train()." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the ZeRO-3 gradient regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision processors, but they are different bugs: docs/model mismatch vs. wrong input resolution." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert in Qwen3 device mapping is unrelated to the T5/apex RMSNorm memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer-loading bug: HF_HUB_OFFLINE cache loading breaks, and 44843 identifies the `_patch_mistral_regex`/`model_info()` cause." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A Qwen3.5 tie_word_embeddings warning is not the same as incorrect visual encoder key saving." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Checkpointing in eval mode and an apex RMSNorm leak are different issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and sinq quantized save/load breakage are distinct persistence bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched-padding=False crash, just reported twice." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and DiaConfig custom token ID loss after save/load are different tokenization bugs." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation and long-context FA2 performance regression are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and offloading-with-quantization are different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example failure and the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor refresh and BigBird mask-token registration are different tokenizer issues." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill and bbox-coordinate flaky test are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific output bugs: SigLIP2 inference vs. CamemBERT masked LM predictions." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-regex related, but the Mistral AttributeError and Kimi-K2.5 codec regression are not the same concrete bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Incorrect use_cache results in Mamba2Mixer and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation inconsistencies under compiled forward and ONNX fp16 attention dtype mismatch are separate issues." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache crash in GlmMoeDsa and device-tensor seq_length arithmetic in static cache are different cache bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The two accepted pairs are well-supported duplicates, and the rest of the pair rejections do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:43526|issue:43881", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:44220|issue:44661", + "issue:41720|issue:44991", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:44821|issue:45084", + "issue:45987|issue:46829", + "issue:43550|issue:43819", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "3210016bc13bc8f4594177adf856a02a998c8f0312a26601172816a440e0260c", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37228, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set spans mostly unrelated model/tokenizer/config regressions. There are no PRs in the input, so the broadest active issue is the best canonical issue choice.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43873 is the most active open report (highest discussion and inbound references) and is broad enough to serve as the umbrella issue for triage in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative item overall because it has the most traffic and describes a cross-cutting user-facing regression rather than a narrow model-specific crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL/video paths, but one is a weight_only load error and the other is a video position-id bug; different concrete failures." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer internals vs LayoutLMv2 NER/padding crash; different code paths and symptoms." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype/fp16 issues, but they affect different models and different export/runtime paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors and a quantization offloading regression are not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Docs/example problems and Canine ONNX dtype mismatch are distinct issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are unrelated implementation bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input related, but they fail in different Qwen model families and different stages of processing." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile failure and MLukeTokenizer AttributeError are different model/code-path bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is not the same as failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird tokenizer special-token registration and BitNet accelerate loading are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Canine ONNX dtype mismatch are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding window and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs bug and FA2 long-context performance regression do not share the same fix." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading failure for one model is not the same as Unigram expecting a sequence in XLMRobertaTokenizer." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field mismatch and RT-DETR feature-level TypeError are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping failure are different areas." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression and Python-class from_pretrained inconsistency are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failure are different model issues." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on backend_tokenizer; different concrete failures." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird tokenizer special-token registration and DAC latent decoding mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation error do not share a code path." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract and VideoPrism hidden_states field mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA compile failure and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count issue are different model configuration 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": 27, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + 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"issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:44805|issue:44936", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:46294|issue:46463", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43716|issue:44008", + "issue:45563|issue:47276" + ], + "prepared_review_unit_hash": "03a268d98809ec61d5f0907907c16ff1f58e032a70ea515ad2f166008390f400", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + 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No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is the broadest, most central report about recent transformers versions breaking `trust_remote_code`/remote-code models, with the strongest chance of subsuming nearby version-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster because it is the highest-level, most reusable problem statement among the issues provided.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failure modes: Qwen3OmniMoe video input ValueError vs Gemma3n variable-name collision AttributeError." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Both mention runtime tensor issues, but one is Gemma3n forward-name collision and the other is StaticCache sequence-length/type behavior; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset handling vs an import error for `GenerationMixin`." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load regressions, but they target different models and likely different tokenizer constructors/code paths; not enough evidence of the same defect." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field assignment regression is unrelated to RTDetrV2 output drift." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache 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"right": "issue:44936", + "accept": false, + "reason": "A tensor-mask shape mismatch is not the same underlying problem as trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Both mention IndexError, but one is empty chat-template input and the other is a flaky bbox-range test; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next models is unrelated to an MPS histogram kernel limitation on Int tensors." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model is unrelated to `transformers.pipelines` import failing due to kernels version requirements." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure and Kosmos2.5 long-OCR index error are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve post-processing/special tokens, but one is runtime special-token updates in TokenizersBackend and the other is Whisper `batch_decode` ignoring `skip_special_tokens`." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different mismatch classes and models: CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR errors and zero-loss classification behavior are unrelated problems." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation error messaging." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen 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"reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma3n's audio_mel_mask attribute collision." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they refer to different warnings in different generation paths; 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": 27, + "review_unit_index": 21, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", 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model, or code path.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not form a true duplicate cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No good representative issue: the set spans unrelated tokenizer, processor, training, quantization, and model-specific regressions.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: storage lookup for float8 tensors vs PIL image processor dependency handling." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different multimodal bugs: audio chat-template sampling rate vs VL image-placeholder handling." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 loading and the other is continue_final_message logic for tokenizers." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated code paths: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is a packaging/import issue, while the other is Jupyter custom-model initialization in v5." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different failures: missing GenerationMixin import vs Trainer compute_loss signature mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training bugs: Zero3/non-pretrained Bert index error vs evaluate() failing after train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and arise from different warning logic." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: MOE weight conversion under accelerate+deepspeed vs undefined variables in multimodal token counting video path." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision issues: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated dependency problems: torch extra omitting tensorflow vs kernels v0.15 import-time version/revision requirement." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading errors, but they involve different classes, attributes, and failure points." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling in from_pretrained is a different path from the est-roberta tokenizer loading regression." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Completely different topics: reproduction of another issue vs FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/load issues: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different processor behaviors: local PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Different issues: local-path trailing slash import warning vs Qwen3 MOE weight conversion." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: deepspeed/accelerate conversion bug vs CUDA out-of-memory on GPT-oss-20b." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different subsystems and bugs: image label reduction vs MPS attention correctness." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model regressions: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different code paths: template compilation TypeError vs CLIPTokenizer max length bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch variables are unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different processor behaviors: audio chat-template sample rate vs Whisper decoding skip_special_tokens." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different runtime failures: CPU offload incompatibility in Qwen rotary embedding vs fp16 ONNX dtype mismatch in CanineModel." + } + ] + }, + "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": 27, + "review_unit_index": 23, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:33357|issue:34567", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "fcb1c14694ebdb86fa16e67243af4f198c5aa910729085b6faf4d8cce763e254", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "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": "These items are mostly thematically related Transformers bugs, but the soft pairs do not look like the same underlying issue or fix. The strongest standalone issue is the broad video-regression report (#44479); there is no PR in the set.", + "confidence": 0.41, + "canonical_issue_reason": "#44479 is the most representative and actionable: it describes a concrete regression, names several affected model families, and points to a clear input-processing path.", + "canonical_pr_reason": null, + "best_issue_reason": "#44479 is the best triage anchor because it is broad enough to capture a real regression pattern while still being specific and reproducible.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading complaints, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video, but #43329 is an undefined-variable bug in multimodal token counting while #44479 is a broader video-input regression across VL models." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated issues: FP8 config/load failure versus AutoImageProcessor URL loading." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is token-counting logic and the other is batched video shape handling; distinct code paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Empty-weights initialization TypeError and PIL/torchvision dependency regression are separate problems." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counter behavior and perplexity quality regression are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "MoE weight conversion under accelerate+deepspeed is not the same as a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is a video-model OOM." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency bug versus TrainerState token accounting bug; different subsystems." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Storage-object lookup failure and disk-offload save failure are different errors." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-related, but one falls back to bf16 while the other silently omits weight_scale on frozen checkpoints; not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Different exception-handling bugs in different code paths." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer crash in Mistral regex patching versus XLMRoberta vocabulary type mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression and a CLIP tokenizer max_length issue are not the same change." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is lazy-init recompilation and the other is max_cache_length handling." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "#43650 is not a concrete bug report; #43906 is a reproduction of a different upstream issue." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing config attribute and kernels dependency-version failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as kernels requiring version/revision metadata." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Missing PyTorch ImportError and Bart generate unbound-local bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but they affect different models and different processing pipelines." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate memory-management issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Environment-level missing-torch error versus a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different root causes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying collapse and dtype propagation are distinct model-loading problems." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token accounting." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a Mistral3 model bug and the other is a LoRA-merge/extended-vocab collapse bug; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:44936|issue:46821", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:44589|issue:47332", + "issue:44291|issue:44821", + "issue:43582|issue:47254", + "issue:42915|issue:45538", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:27957|issue:28282", + "issue:43452|issue:43582", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44987|issue:45907", + "issue:43531|issue:44821", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:43577|issue:46512", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "5e86475e7fae16852cf828d66543ac0135f17b82c8026ca2a13f1b865fe84d4e", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity across unrelated issues. The only clear duplicate-like pair is the Qwen2.5-VL video-input regression: issue 44479 is the broader umbrella, and 45381 appears to be the same bug manifested as wrong `vision_position_ids` handling.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the shared Qwen video-input regression, covering qwen2_5_vl and related Qwen video models rather than a single narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster because it describes the common regression at the highest level and is the likely umbrella for the more specific qwen2.5-vl report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failure modes: RTDetr output mismatch vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Both are training-related, but one is a trainer lifecycle failure and the other is a TimesFM `window_size` attribute error." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated: backend installation packaging vs a missing Qwen2.5-VL class import." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different subsystems and bugs: LayoutLMv3 mask handling vs MPS attention correctness." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch backend is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different load-time problems: missing key for MobileLLM vs `init_empty_weights` unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to the PEFT version bump complaint." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both concern detection models, but the crashes are different and not the same code-path bug." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to disk-offload save behavior." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init argument vs image-processor-from-URL loading are different issues." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to PEFT + ZeRO-3 checkpointing failure." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the reported errors and affected models are too different to treat as the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: Qwen3MoE FP8 config vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is LlamaTokenizer pre-tokenizer override; not the same concrete bug." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length bug is unrelated to YOLO device-map failure." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to missing PyTorch import detection." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loader breakage is unrelated to the Apple Silicon allocator TypeError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but the models and failure modes differ; not enough evidence of one underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert is unrelated to Qwen3OmniMoe video-processing failure." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention Qwen video inputs, but 43540 is a different model and a different error path from the v5.3.0 regression cluster." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count tracking and custom compute_loss signature mismatch are distinct trainer API issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression for `physical-intelligence/fast` is unrelated to `list_repo_files` forwarding `revision`." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression: 45381's wrong `vision_position_ids` looks like the concrete symptom behind the broader v5.3.0 video failure in 44479." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package backend installation issue is unrelated to a specific model load failure." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is Blip2/qformer loading and the other is `from_config` leaving `config.dtype` stale; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: duplicate `special` kwarg vs `_patch_mistral_regex` missing `backend_tokenizer`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: issue 44479 is clearly the broad Qwen video-input regression umbrella, and 45381 is the most plausible related duplicate/specific manifestation from the title alone. The other soft-edge verdicts are conservative and do not overclaim beyond the evidence available in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:42796", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:38175|issue:44898", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43742|issue:47333", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:45672|issue:45674", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:46463|issue:46899", + "issue:44466|issue:45005", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "6f3ec2b389c214e5769065da47079e63aa41dc353c9ef26d1738df5271e0a2a7", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the soft links mostly connect issues that merely share broad vocabulary (loading, dtype, tokenization, quantization, multimodal, trainer) but describe different models, failure modes, and code paths. I would not merge any of the suggested pairs, and there is no meaningful canonical item here.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a valid canonical representative; the items are largely unrelated bugs with only weak topical similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue exists for this cluster because there is no shared underlying bug to anchor a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: Qwen3.5 hidden-states handling vs a general tokenization regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both mention model output issues, but one is zero probabilities in SigLIP2 and the other is Perceiver image-size failure." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Both involve Qwen/MoE and saving/loading, but one is FineGrainedFP8Config failure and the other is disk-offload save support." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated bugs: PIL image processors requiring torchvision vs Mistral tokenizer regex patch crashing." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and failure modes: janus test failure vs Phi-4 multimodal load error." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Loading key error for MobileLLM is not the same as missing Float8 storage support." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer coverage bug is unrelated to Qwen2.5-VL still-image rope indexing." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Different save/load failures on different Qwen or MobileLLM models; no shared code-path is evident." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE configuration bug is not the same as Qwen3.5 kernel registration failure." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but one is an image-preprocessor dtype mismatch and the other is a DiffusionGemma pipeline/output bug." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/Gemma4 related, but the concrete bugs differ: unsafe uint8 cast vs BitsAndBytes skip-module exclusion logic." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Decoder-input validation error message and synced_gpus warning wording are distinct issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device bug is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is a different code path from T5 decoder input validation." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto_mappings config references are unrelated maintenance issues." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an unspecified issue is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 inference mismatches." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and BART generate decoder mask bug are different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are separate config bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file handling for AutoTokenizer/AutoModel is not the same as a separate model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "MobileLLM key error and disk-offloaded Qwen3-VL save failure are unrelated loading/saving bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "One is missing-PyTorch import validation; the other is a Trainer broadcast NoneType error." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to a reproduction of another issue." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 validation messaging and Gemma4 multimodal 4-bit dtype casting are distinct bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights in v5, but one is serialization inconsistency by device and the other is translation-model tied-weight handling." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure are different lifecycle 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": 27, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46402", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000", + "issue:47332" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:43994|issue:44898", + "issue:44843|issue:44991", + "issue:44821|issue:46821", + "issue:40444|issue:44811", + "issue:44756|issue:47332", + "issue:29159|issue:33357", + "issue:45372|issue:46170", + "issue:43688|issue:45704", + "issue:44857|issue:47000", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:43756|issue:46402", + "issue:43688|issue:45701", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "716ebc9c6b75feb6db9103a38f8232e85be42204850a713dda9f23aa08bbf5d5", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated Transformers issues that only share broad subsystem vocabulary (tokenizers, loading, vision, configuration). None of the listed soft pairs look like the same underlying bug or change, so I rejected them all.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report here: a v5 tokenizer regression affecting multiple models and token IDs, which best matches the cluster\u2019s recurring tokenizer/loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest cluster representative because it describes a cross-model tokenizer regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different failure modes: Gemma-4 FSDP2 key error vs Qwen3.5 TP plan omissions/OOM." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config handling, but one is a reload-default bug and the other is a TypeError from JSON-loaded lists; not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Unrelated codepaths: gguf/pretrained loading breakage vs unconditional model_info() call in offline Mistral regex patching." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and symptoms: RT-DETR output drift vs VideoPrism output field mismatch." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device bug and flash-attention s_aux None crash are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RT-DETR inference drift is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model paths." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization is unrelated to tokenizer token-ID regression across models." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantization save/load breakage are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related errors, but on different tokenizers and different root causes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability inference and processor.tokenizer regression are not the same underlying issue." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Distinct tokenizer implementations and failures; no shared concrete code-path." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code field loss and a Qwen3_5MoeVisionConfig strict-field drop are different serialization problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and symptoms; one is nonsensical SigLIP2 outputs, the other is Perceiver resize/interpolation failure." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline regex patching bug and EMBEDDIA tokenizer loading regression are not the same code-path." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multi-image iterable fine-tuning failure and Whisper batch_decode skip_special_tokens behavior are different issues." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Strix Halo mmap/OOM mitigation and disk-offloaded Qwen3-VL save failure are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Generic slow-vs-fast tokenizer inconsistency and a MacOS CLIP bus error are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "These titles point to different failures: Gemma 4 processor loading import issues vs Windows ROCm torch.distributed dependency problems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RT-DETR losses and different crash causes; not mergeable as one bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling are different tokenizer bugs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Sam3Model text encoder weight loading are unrelated model bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM-efficient loading failure are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46846", + "issue:46932", + "issue:47013", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43761|issue:46829", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44464|issue:44743", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36331", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44484|issue:44704", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:44625|issue:47276", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43611|issue:46846" + ], + "prepared_review_unit_hash": "c40c57d3d662b371238b218bea72e5f3133f39efe7738b1ae194763e943db299", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37643, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a similarity bucket of unrelated issues across tokenization, loading, training, generation, and config/backend plumbing. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR target.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the candidates span many unrelated failure modes, so there is no clear duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44568 is the closest thing to a broadly stated regression-style issue, but it still only covers one tokenizer-specific bug and does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BigBird special-token registration and the other is BOS/EOS insertion for mdeberta; different bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention TF-related backend issues, but one is tensorboard-without-TensorFlow and the other is an unknown tensorflow_text backend mapping problem." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different output bugs: hidden_states missing in CLIPVisionModel vs hidden_states mispackaged in VideoPrism classification output." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated model bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration vs DiaConfig losing custom token IDs after save/load; different layers and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIP hidden_states regression and xLSTM state-unpacking crash are unrelated code paths." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but compiled chunked generation and xLSTM recurrent-state reset are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression and num_labels propagation are different Qwen3.5 problems." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failure and BLIP2 dtype staying float32 are separate from_pretrained vs dtype bugs." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 clean_up_tokenization_spaces behavior change and the other is a CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are different multi-GPU failures." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Inconsistent lm_head serialization and sinq quantized save/load breakage are unrelated persistence bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Both touch training, but one is Qwen2-VL multi-GPU setup and the other is a CustomTrainer signature change." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux loss normalization and DeepseekV3MoE divergence are different model-math issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is not the same as compiled chunked generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve generation and attention, but one is a Qwen3.5 correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained sharding-size question and AutoProcessor cached_file kwargs handling are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba SDPA torch.compile failure are different model/runtime bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing and 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"evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44964", + "issue:44977", + 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No soft pair looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick an anchor, issue 43646 is the broadest v5 regression report about model initialization, but the set is too mixed to have a true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the least-specific and most umbrella-like report in the group; it best fits as a loose representative, though it still should not be treated as a real duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Both are AttributeError/loading failures, but one is packed-weight handling during accelerate loading and the other is a tokenizer/tasks runtime failure." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different models and different 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None of the proposed soft pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failure modes and subsystems: FP8 storage lookup vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "One is a position-id key warning across many models; the other is a CLIP text-model structure change." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category cardinality error is unrelated to a post-upgrade accuracy regression." + }, + { + "left": 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"SigLIP2 HF-vs-JAX discrepancy is not the same as Qwen3.5 tensor-parallel plan omissions." + } + ] + }, + "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": 27, + "review_unit_index": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:37428|issue:43957", + "issue:44869|issue:46752", + "issue:44977|issue:46701", + "issue:29942|issue:30333", + "issue:43295|issue:43450", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:37428|issue:43824", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "b9ca2196ab72d7269913430f1e3527a7d61b688015d937f5729b46858024de26", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-pair set is heterogeneous: most items are unrelated model-specific regressions or docs/API issues. I reject every soft duplicate edge; none look like the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the strongest representative of the set by activity/inbound refs, but the cluster is too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the broadest cross-cutting impact and the most discussion, so it is the best single representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Both involve Qwen3/accuracy or device behavior, but one is a device-map CUDA assert and the other is an accuracy regression after upgrade; different failure modes." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "One is an MPS attention correctness issue, the other is a flex_attention import/version-check bug; not the same code-path." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow in a model invocation; distinct problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both touch model loading/attention-related internals, but one is an import error for a missing flash-attention helper and the other is a meta-device loading regression." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different text-processing crashes: Whisper timestamp decoding vs apply_chat_template on empty input." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Both affect generation/pipeline behavior, but they target different models and different processing stacks." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated bugs: flash-attention test failures versus MLflow reporting after training failure." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both concern processors, but one is a regression in processor.tokenizer/image tokenization and the other is a batched video-shape bug." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "A tied lm_head issue in Mistral3 is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different models and different failure classes: dtype mismatch in bfloat16 inference vs save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "One is a flash_attention integration crash on s_aux=None; the other is config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are config-attribute errors, but they affect different models and different missing fields." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding are not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Image/tokenizer regression and OmDet-Turbo processor size mismatch are different processor bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mismatch during Gemma4 forward is unrelated to return_tensors handling." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA failure is a model/runtime bug, while ZeRO-3 gradient growth is a training/memory-management issue." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different symptoms and models: StableLmConfig pad_token_idx vs meta-device loading regressions." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying problem." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "ImportError for flash_attn on Python 3.13 is unrelated to the backend-mapping ValueError for tensorflow_text." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 defaults issue and Gemma4 PLE device mismatch affect different parts of the model." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors in transformers, but they concern different symbols and unrelated model families." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 JAX-vs-HF discrepancy are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/loading issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different config classes and likely need separate fixes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." + } + ] + }, + "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": 27, + "review_unit_index": 31, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:44561|issue:46234", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43827|issue:43901", + "issue:43335|issue:43653", + "issue:44857|issue:45593" + ], + "prepared_review_unit_hash": "7d0818c9b3de12bf3201771f9cc0c2119740b7506f14f346b6d43dda6c4b1d0c", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issues across different models/features. None of the soft-similarity pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45200 is the most central item in the set by soft connectivity and is a concrete, well-scoped bug report, but it still does not duplicate the other Gemma4-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45200 is the best representative of the set because it is specific and actionable, and it is the only item with multiple near-neighbor soft links.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift in eval vs memory usage in Qwen3 MoE training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug and embedding reinit bug are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and DeepSeek detokenization are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Video position-id regression and FP8/B200 inference failure are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tied embeddings, but one is serialization and the other is LoRA merge collapse." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU arange device bug and ASR training-loss shift bug are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug and import_utils flash_attn KeyError are separate issues." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and batched video shape bug are different modalities and code paths." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug and stale CI test are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing helper function removals in different APIs are not duplicates." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype on from_config are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/speech issues, but they affect different models and failure modes." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only fine-tuning mask defaults vs unsafe dtype cast in multimodal embedders are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression and return_tensors being ignored are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize failure and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL position-id scaling are different problems." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech CI test flake are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile failure do not share the same concrete fix." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing mm_token_type_ids defaults and the other is quantized dtype casting." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different models, hardware, and failure signatures." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and AMP crash in loss code are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch and qwen3_omni_moe helper-length behavior are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged generate warning are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they refer to different pipeline behaviors and fixes." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and tokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Loss AMP crash and D-FINE auxiliary-loss omission are unrelated training 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": 27, + "review_unit_index": 32, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:46424|issue:46858", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:43606", + "issue:46431|issue:46566", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:44514|issue:44521", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "11e5b2a222fb83bf8f05e1584fca7ebff65a27bd52f12a4e5d80355fcc7b1059", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues across different subsystems; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue by activity and inbound references, but it is not a clear duplicate hub for the rest of this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: LasrFeatureExtractor center-arg crash vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and failures: Qwen multimodal from_config text_config unwrapping vs CLIP class structure regression." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated symptoms/code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different issues: stale config.dtype after from_config(dtype=...) vs TimesFM window_size attribute error." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are import/runtime failures, but one is missing PyTorch and the other is a MacOS bus error on a community CLIP model." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different code paths and failure modes." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs Beit semantic-segmentation loading a legacy field." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache handling, but one is max_cache_length semantics and the other is device-tensor seq_length breaking static-cache arithmetic." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Model loading via base_model_prefix and lm_head.weight serialization inconsistency are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different targets: Bamba SDPA/torch.compile failure vs GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: Python 3.13 torch.jit parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: sparse encoder-layer construction vs audio feature-length computation." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug and CI device-override failure do not share the same underlying fix." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are platform import issues, but one is flash_attn on Python 3.13 and the other is torch.distributed dependency trouble on Windows ROCm." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Different problems: SwitchTransformers config construction vs Bark CPU-offload device mismatch." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus v4/v5 output drift vs qwen3_5 recurrent state reset with cache." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on assistant tool-call messages and the other is a continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different compatibility causes." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different regressions: Llama 3.2 Vision model loading vs token-embedding resize reinitialization in post_init." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash/attention-related code, but one is s_aux=None crashing flash_attention.py and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Closely themed chat-template bugs, but one is a batched-padding crash and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation-example errors and BeitImageProcessorFast label reduction are different layers and failure modes." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch with missing STE and unexpected position-id keys are unrelated model-behavior 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": 27, + "review_unit_index": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:47000" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:10000|issue:15354", + "issue:26413|issue:31501", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:45127|issue:45245", + "issue:43550|issue:45083", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:32090|issue:33357", + "issue:45459|issue:46234", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44464|issue:46424", + "issue:45290|issue:45381" + ], + "prepared_review_unit_hash": "703485da526519fc05215f4c09b4ba9179a9477fb0652637ef6f3cc73c0fda94", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35269, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are false positives; only issue:45310 and issue:45478 are clear duplicates describing the same Qwen3.5 MoE from_pretrained regression.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical: it matches issue:45478 exactly on title and underlying failure, and it\u2019s the more complete report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different errors in different paths: LayoutLMv3 box handling vs Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated models and failures: CPU offload device mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and symptoms: feature extractor center arg regression vs Gemma4 device-map mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 docs/example issue; the other is a broad position-id/key regression across models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different problem classes: dtype drift during eval vs a pipeline error message about translation tasks." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs a stale CI test in GraniteSpeech; unrelated code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Both mention helpers/config flow, but the actual failures are different and not the same bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different model/export issues: DistilBertModel error vs torch.jit GeneratorExp limitation." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both involve training startup, but one is checkpoint resume iterator failure and the other is FineWeb training not starting." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: Pegasus output drift vs Deepseek tokenizer correctness in v5." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; the titles and described failure align." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-cardinality RuntimeError." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba is unrelated to the feature-extract length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime failures: NoneType broadcast vs MacOS bus error on CLIP loading." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer/protobuf error masking is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities is a model-specific inference bug, not the generic position-id warning issue." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both touch detection losses, but they are different loss bugs and not the same code-path problem." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention tests failing is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 vision model loading are different issues." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to Trainer broadcast NoneType handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to the multimodal token counting video-branch undefined names." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as cache max length being ignored outside quantized cache." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are separate failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and very similar descriptions. The other soft-edge rejections are conservative and consistent with the issue titles/body summaries. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43257|issue:43299", + "issue:29870|issue:33290", + "issue:44855|issue:46399", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "9228b21f712718a108847e7d9001775f98c4f4f567e6c543ea9ce3e18b3f81fc", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the issues span unrelated tokenizer, training, cache, vision, and infrastructure bugs. No soft pair looks like the same underlying defect, so all candidate duplicate edges should be rejected. If one issue must anchor the cluster, 45920 is the broadest high-signal regression report.", + "confidence": 0.84, + "canonical_issue_reason": "No true duplicate canonical emerges from this mixed set; issue 45920 is the best anchor only because it is the broadest, most central regression report (wrong token IDs across multiple models).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest global representative: broad impact, multiple affected models, and a clear v5 tokenizer regression shape.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different subsystems and failure modes: missing flash-attention helper import vs missing TensorFlow backend in a torch install." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE, but one is accelerate/deepspeed weight conversion and the other is a loading regression; not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to deepspeed/Adafactor OOM." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator/parsing issues, but they are different code paths, models, and crash causes." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "One is multi-image iterable dataset finetuning for Qwen2.5-VL; the other is a BeitImageProcessorFast label-reduction bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error is not the same as an Adafactor/deepspeed OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output nesting has nothing to do with Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and video padding calculation are unrelated bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but they affect different objects and have different breakages; not one underlying issue." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed helper breaking trust_remote_code models is a different regression from DeepSeek tokenizer output changes." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for local paths does not match quantization/offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU OOM are related only broadly to memory, not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/compile related, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different defect classes: generation output divergence vs serialization inconsistency of lm_head.weight." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation/model-processor mismatch are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are different problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map handling." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device-mismatch forward error are different code-path failures." + }, + { + "left": "issue:46399", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 kernel registration decorator bug is unrelated to static-cache seq-length arithmetic." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Device-mapping cudaErrorAssert on Qwen3 differs from a multi-GPU OOM in Gemma4." + } + ] + }, + "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": 27, + "review_unit_index": 35, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:43756|issue:45440", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:42490|issue:43381", + "issue:43065|issue:45412", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43575|issue:44387", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45459|issue:45712", + "issue:43334|issue:43531", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "8e1e92483d788333098e08dcd7270f58292bc0a8169b46fa5aea8533c4985664", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36990, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated regressions across models, tokenizers, export, quantization, warnings, and memory behavior.", + "confidence": 0.97, + "canonical_issue_reason": "No issue is a true canonical duplicate for this cluster; issue 44387 is only the least-arbitrary fallback because it has the most discussion/inbound activity, but it does not unify the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 44387 is the strongest standalone representative by activity and impact, but the cluster is too diverse for it to serve as a genuine duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to tensor-parallel OOM on loading a Qwen2 model." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "save_pretrained/tokenization failure is a different code path from a bare-except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to rope-validation argument typing." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "unsupported center arg in LasrFeatureExtractor is a different regression than the video-input path breakage." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "tokenizer special-token insertion is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "executorch export guard/erfinv failure is a different bug from flash-attention crashing on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask scoping bug is unrelated to Llama 3.2 Vision model loading." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "both are model correctness issues, but they affect different architectures and code paths." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "patchtsmixer post_init policy and a synced_gpus warning text issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird special-token registration is unrelated to Qwen3.5 recurrent state reset logic." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "flash-attention generation failure and a stale num_return_sequences warning are different behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "tokenizer special-token decode bug does not match FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 save/tokenization." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe and quantized saving failure are distinct quantization bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output quality." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "tensor-parallel OOM on load is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-clarity messaging is unrelated to a CLIP bus error on macOS." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings and a FA2 long-context performance regression are different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "slash-path import warning is unrelated to gradient-checkpointing restrictions in eval mode." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "dummy class cleanup in Sam3PixelDecoder is unrelated to RT-DETR memory release after deletion." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR GC/memory lifecycle are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging is unrelated to embedding reinitialization after resize/post_init." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import failure in Gemma 4 loading is unrelated to a flash-attention AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM is not the same root cause as the int4 CUDA reserved-memory regression." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence is unrelated to missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor `_tokenizer` crash is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "protobuf-exception masking in tokenizers is unrelated to leftover dummy classes leaking into `dir(transformers)`." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "missing `pad_token_id` on Qwen3-VL text config is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings." + } + ] + }, + "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": 27, + "review_unit_index": 36, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43526", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:44442|issue:45072", + "issue:45250|issue:46640", + "issue:44625|issue:45584", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43381|issue:43873", + "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43316|issue:47312", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "d770b8b9f5e969cdcc42993aae85b9490fc4acae5da58e30a0269f3e43e5e50f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35870, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated and only loosely similar by subsystem or keywords. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Both touch tokenization/model inference, but one is a tokenizer loading bug and the other is a bf16 dtype mismatch; different failure modes." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic issue and the other is a specific crash/regression; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: config propagation for Qwen3.5 vs Whisper generation after token alignment." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma processor import failure and Gemma4 processor missing attribute are separate processor-loading bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a deletion/GC leak and the other is runtime overflow on a different model." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated issues: category cardinality limit vs a stale generate warning." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing dependency import error; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processing bugs: BEiT label reduction vs Kosmos2.5 long OCR index overflow." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "No same bug here; one is an image processor label bug, the other a Flash Attention performance regression." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention/model support issue vs LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: nonsensical SigLIP2 outputs vs memory overflow on sam3-litetext." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in training optimizer setup and a model-loading regression for Llama 3.2 Vision are distinct." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different failure classes: DeepSpeed OOM vs embedding reinitialization after resize." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific model class is not the same as a broad dependency issue." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are separate concerns." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash-attention sink handling crash are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash Attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both are config/validation related, but one is a rope-params TypeError and the other is a kernel-registration decorator error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; different bugs." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and kernel compatibility are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage is broader than the patchtsmixer post_init rule change." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading failure for a tokenizer class vs Perceiver non-default-resolution failure are different model-loading issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and feature-extractor center-arg crash are separate audio bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:45325|issue:46697", + "issue:44977|issue:45245", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:44077|issue:44479", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43316|issue:45759", + "issue:44964|issue:45440", + "issue:43643|issue:44913", + "issue:43316|issue:43525", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:44442|issue:45803" + ], + "prepared_review_unit_hash": "3db4641326053355965e685c6579ea9dbaff948d0adefc0bf268ba51826e0bc9", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35881, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a real duplicate cluster: the issues span many unrelated bugs, configs, regressions, and docs cleanup. The soft links are mostly superficial keyword overlap rather than the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative; the soft pairs do not indicate a common root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both involve vision/image behavior, but one is Qwen2.5-VL rope position scaling and the other is Swin2SR padding; different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs category-count limit error; unrelated failures." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading issue vs tokenizer loading failure; different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging/install issue vs missing utility function; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning vs Qwen recurrent-state reset; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Model config validation change vs video-input regression; no shared root cause." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Both touch generation/model code, but XLMRoberta Flash Attention 2 and BART decoder_attention_mask are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model implementation discrepancy vs docs still referencing removed pipeline API; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload behavior vs Gemma EOS-token config mismatch; different defects." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken argument collision vs Hub API revision forwarding; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure vs DeepseekV3MoE divergence; different model families and issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields vs rotary_pct not persisting on reload; unrelated config bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different models and missing fields: Gemma3TextConfig API discrepancy vs Llama4Config pad_token_id absence." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug vs missing PyTorch environment error; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL shape mismatch; different loading paths." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific repo on transformers>=5.1.0 vs missing tensorflow_text backend mapping; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "TorchScript import parsing error vs DeepSpeed ZeRO3 deque pop error; different code paths." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Unable to run a script vs OOM while loading a large model with tp; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA bug in Bamba vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading issue vs unrecognized model config; different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load vs save_pretrained regression; not the same underlying issue." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; both about outputs, but not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model tp OOM vs MobileLLM key error; different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs bare-except swallowing errors in FuyuBatchFeature; 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": 27, + "review_unit_index": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:27957|issue:32090", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43761|issue:44188", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:42907|issue:45698", + "issue:44521|issue:47217", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "1deaffa48e3ee103726cd2fb19f2946ea70a763bca6d0eab95d2bf4353bd0d55", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35372, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "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 share the same concrete bug or change. None of the soft edges should be merged as duplicates; treat this as a loose topical grouping rather than a true duplicate cluster.", + "confidence": 0.92, + "canonical_issue_reason": "If a representative issue is needed, issue:44521 is the best anchor: it is the most central active multimodal/template regression report with the strongest discussion/inbound signals. It is still not a duplicate of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s broad multimodal-chat-template area, but only as an anchor, not as a duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different code paths: synced_gpus/generation kwargs update vs gather_for_metrics truncating tuple labels." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta FlashAttention support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Import warning for trailing-slash local model paths vs a misleading synced_gpus warning message; different warning sites." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Hidden-states output bug in VideoPrism classification is not the same as Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and torch.compile attention-kernel divergence are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression and Gemma eos_token_id config mismatch are different failures." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to pipeline translation-task messaging." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch do not share a concrete bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both concern multimodal chat/template handling, but one is assistant_masks going all zero and the other is image-placeholder placement causing model failure; not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to missing transformers.onnx import." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and non-persistent buffer junk in v5 are unrelated changes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload regression are different code paths." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels v0.15 dependency/version import failure are separate import issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained and unrecognized model_type config loading are both load failures, but not the same underlying problem." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are adjacent but not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention support are different model bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic flash-attention issue report." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import depending on datasets are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to apply_chat_template padding=False batched crash." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor/model size mismatch and sam3-litetext memory overflow are not the same issue." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs is different from image-placeholder-in-user-text failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are distinct 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": 27, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43572|issue:46178", + "issue:44242|issue:46894", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:44792|issue:44977", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:25251|issue:27957", + "issue:45127|issue:45200", + "issue:46082|issue:46697", + "issue:43931|issue:44060", + "issue:43650|issue:46202", + "issue:41950|issue:43475", + "issue:46693|issue:47217", + "issue:43673|issue:44743", + "issue:35141|issue:42490", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "274143a90895df951ba037ce8c6bd51c4bf4531a57eed08b1fcd297bfd467897", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35708, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges are rejected: the candidate pairs are only superficially similar (shared words like cache, generation, loading, or model family) but describe different bugs, code paths, or model-specific failures. This cluster is heterogeneous rather than a duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 has the strongest standalone signal in this mixed set (highest discussion/inbound references) and describes a concrete, broadly impactful regression; if one issue must be treated as the representative anchor, it is the best fit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: a StableLmConfig field mismatch vs a TensorFlow-text backend registration/import error." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern losses, but they affect different models and different training paths; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "One is a legacy-field preset load failure in BEiT; the other is custom-module resolution after save_pretrained." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length semantics." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend handling is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different generation failures; no shared concrete code path is evident." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Video-input regression across Qwen VL models is distinct from image-placeholder handling in user text." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoX config reload resetting rotary_pct." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing Llama4Config attribute is unrelated to a Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Windows/ROCm torch.distributed import failures." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is a different issue from mm_token_type_ids defaults in Gemma 4." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL shape-mismatch loading and Qwen3-Next tied-weights warning are different model families and bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The placeholder title is not enough to connect it to Gemma pipeline roundtrip behavior; different bug surfaces." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection is not the same as SAM3 vision encoder missing an output attribute." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache, but one is a generic v5.0 chunked_prefill cache issue and the other is Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize is unrelated to path-with-trailing-slash import warnings." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/evaluation bugs: batch label dropping vs auxiliary-loss normalization." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading in a training script is unrelated to loading Phi-4 multimodal with the latest transformers." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus model test failure is unrelated to the MIN_PEFT_VERSION bump." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to post_init reinitializing output embeddings." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + } + ] + }, + "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": 27, + "review_unit_index": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:43335|issue:44855", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:46399|issue:47312", + "issue:43644|issue:44913", + "issue:44617|issue:45584", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43827|issue:47321", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:39692|issue:47321", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45381|issue:46655", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:43526|issue:46697", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "8cdb6e6af3b0fdacfbf21a945b01b5b7d1dc930a817ac6703c76a165cf2926e9", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36015, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad set of unrelated issues; the soft-similar pairs share surface keywords but not the same underlying bug/change. No pair should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline/SigLIP2, but one is stale docs after v5 pipeline removals and the other is a model/processor behavior bug with nonsensical outputs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different failures: SwitchTransformers config layer construction vs a Python 3.13 IndentationError in DebertaV2Model import parsing." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedder casting." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated bugs: category cardinality limit error versus static-cache slice arithmetic failing because seq length is a device tensor." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and root causes: Whisper timestamp decoding crash vs RT-DETR forward logic when feature levels are insufficient." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Both involve kernels, but one is a missing registration decorator for apply_rotary_pos_emb and the other is a broader incompatibility with kernels 0.16." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is a resource issue, not the Whisper empty-transcription crash after align_special_tokens." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code cache handling, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Both are interface/unpacking-style crashes, but they occur in different code paths with different objects and fixes." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen2.5-VL video position IDs vs Sam3-litetext memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "No substantive overlap: Qwen3 auto device mapping CUDA assert is unrelated to the category-count runtime error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model crash is unrelated to a local dataset loading issue in an example script." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs/pipeline removals are unrelated to an AMD Quark class update issue." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both concern training loss computation, but they are different model-specific bugs with different incorrect loss formulations." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same bug as Whisper generation failing on empty transcription." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Bart generate() decoder_attention_mask initialization are separate generation issues." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to the AMD Quark class update problem." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading vs Janus image-generation test failure." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are distinct vision-model bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the image-classification example's local dataset loading failure." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/image preprocessing related, but the underlying bugs are different: wrong position IDs vs incorrect padding calculation." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from 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I would reject all soft edges; there is no clear canonical duplicate in this set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is lazy cache init causing recompilation; different code paths." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and have different failure mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is video-input validation in Qwen3OmniMoe; the other is KV-cache continuation tensor indexing in serve. Not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings weight tying is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve forwarding an argument, but to different APIs and with different semantics; not a duplicate." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI, but one is a stale test and the other is broken auto_mappings references; unrelated fixes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but for different models and different root causes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code field loss is a different issue from unrecognized model configs missing model_type." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal template bugs, but one is assistant_masks being all zero and the other is wrong vision_position_ids for video." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload failure and kernel-version incompatibility are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Siglip2 inference corruption is unrelated to AMD quark class metadata updates." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty list." + }, + { + "left": "issue:43673", + "right": 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"issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are different import-system problems." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package-extra dependency omission and a generic dependency issue are too broad and not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model load regression and broken auto_mappings CI references are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve saving/loading weights, but one is tied lm_head weights in Mistral3 and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + 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"issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:42994|issue:47332", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43479|issue:45375" + ], + "prepared_review_unit_hash": "de878be29237873613a43ebabf06b90579181175e1a9e34b98eb40abc837d3e4", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 27, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:41950|issue:45020", + "issue:43901|issue:47217", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:46082|issue:46399", + "issue:43381|issue:47000", + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:43931|issue:47145" + ], + "prepared_review_unit_hash": "dfc755acce2e932aed30586f7c41ec163ccea7ba11cb8fea5ddc3990602b333e", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues across tokenizers, model loading, pipelines, docs, and regressions. I found no true duplicates among the soft pairs. The strongest single issue to serve as the canonical representative is the Granite AutoTokenizer regression, because it is a clear, concrete, user-facing v4\u2192v5 break with broad impact inside one model family.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the highest-signal report here: it states a concrete silent regression, isolates the affected family (Granite), and describes a clear tokenizer-output failure mode that is easy to triage and reproduce.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue to anchor this set: it is specific enough to be actionable but broad enough to represent the most significant regression-style reports in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs in the same model family: one is a load failure, the other is incorrect save_pretrained keys. Not the same underlying code-path." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for text-classification vs an unrecognized-model loading error; unrelated failures." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor selection vs remote_code compatibility break; different subsystems and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "TextClassificationPipeline docs issue vs VL image-placeholder handling bug; no shared underlying defect." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/model regressions, but they affect different APIs and model families with distinct root causes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Two separate documentation issues about different topics; not duplicates." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline final-batch bookkeeping vs a memory overflow in sam3-litetext; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state vs tokenizers thread-safety regression; different components and bug shapes." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a low-signal follow-up issue; no evidence they describe the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained key corruption; different model paths." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but the affected models and failure modes differ; not the same concrete defect." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD args not used is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage is unrelated to PEFT version pinning." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup vs Gemma4 device-map mismatch; different model/pipeline code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight on device vs resize_token_embeddings not updating Gemma4-specific embeddings; related theme but not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for head_dim vs a missing decorator causing kernel registration failure; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior vs RTDetr loss infeasibility; different failures entirely." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained visual-key corruption; not the same underlying issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation error vs stale config.dtype after from_config; different model construction bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import versus a broad import-errors report; the evidence does not show one concrete shared defect." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer preferring the wrong tokenizer source vs a Mistral regex patch crash; different tokenizer code paths." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading problems, but for different models and different underlying causes." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "General non-persistent-buffer junk issue vs FP8 weight_scale not applied; the latter is a specific checkpoint-loading bug, not the same defect." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router load-balancing loss omission vs Gemma4 token-type defaults; unrelated training behavior." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text vs FP8 inference failure on B200; no real overlap." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs FP8 compressed-tensors scale application; different failure modes 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": 27, + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:43441|issue:45834", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:43873|issue:47145", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44246|issue:47217", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44186|issue:47000", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:45600|issue:45712", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:43575|issue:47145" + ], + "prepared_review_unit_hash": "bfef269153496d74c3f2e5a202d98d14544b0b2c5e2a3cdbba84c4b22c3829a1", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the soft pairs are only superficially similar and span unrelated Transformers bugs, regressions, and docs issues. No pair looks like the same underlying fix target.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central/open item in the set, with the most discussion and inbound references, so it is the best single anchor issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend packaging." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different code paths: flash_attention sink handling vs RTDetrLoss assignment infeasibility." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs Hub API revision forwarding; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI output formatting vs variable-length position_ids handling; no shared bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding vs position_ids logic for variable lengths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention regression in Ministral-3 vs Kosmos2.5 OCR index error; different models and failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal config None-handling vs missing pad_token_id on Llama4Config; separate config bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation crash vs Gemma 4 processor import failure; unrelated subsystems." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "General quantization/offloading behavior vs FP8 weight_scale omission on frozen checkpoints; not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor/deepspeed OOM vs optimizer.step being called twice; different DeepSpeed issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct lifecycle stages." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs Chinese performance slowdown; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision mismatch vs torch.split return values; both mention GLM/MLA but different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow not installed with torch extra vs Python version incompatibility in Transformers 5.1.0; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Slow import sometimes vs VL image placeholder handling; different areas." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained; not the same path." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression vs Deepseek tokenizer regression; different model families and code paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch under device_map=auto; unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend packaging issue vs torch/transformers version incompatibility; different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different regression points." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs TensorFlow backend packaging; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention kernel divergence vs ANSI loading-report formatting; no overlap." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings referencing removed configs vs leftover dummy classes in dummy_pt_objects; both CI-related but different files and fixes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; separate config-loading bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for text classification pipeline vs intermittent slow imports; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling vs FlashAttention failure in Ministral-3; different model/tokenizer issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL rope indexing for still images vs Qwen3.5 variable-length position_ids; similar model family but different logic and symptom." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on load vs FP8 frozen checkpoint scaling omission; different memory vs correctness 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": 27, + "review_unit_index": 45, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43299", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312", + "issue:47333" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:47176|issue:47177", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "issue:46291|issue:46399", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", + "issue:42915|issue:47312" + ], + "prepared_review_unit_hash": "52fb79152ff09872b67033086d34e3199063d69d932ca47df6c123983f9daebe", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 27, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47321" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:46726|issue:47217", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:36246|issue:43596", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43295|issue:45292", + "issue:43352|issue:45250", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "70800eac88f4aad8c8aea07c36e900b24f2c617883f997de7cce09f39fdc012d", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35954, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: all soft-similarity pairs are false positives, with only broad overlap in model families, versions, or subsystems. No single canonical duplicate issue/PR stands out.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Different problem domains: offline cache loading vs attention registry behavior." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated pipeline/image-processor routing issue vs audio feature extraction bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs embedding resize not propagating; different code paths." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Processor backend-missing error vs VL placeholder-in-text failure; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline API vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is ZeRO3 init deque crash." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a Qwen image processor vs BertModel/ZeRO3 index error; different failures." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video processing, but the affected models and likely bug locations differ." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-import failures from different packages and root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import targets; no shared code-path evidence." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a strict-field drop and the other is text_config unwrapping." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure vs empty-list chat template IndexError; unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug vs tokenization changes; different behaviors and layers." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as buffer vs performance regression after upgrade; not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage vs Gemma 4 token-type defaulting; different model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression vs embedding resize propagation; no concrete overlap." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention support request vs model-specific unsupported FA2 error." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 init crash vs auto_mappings stale config references; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights vs resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows/ROCm distributed import issue vs AMD quark class update; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; different model logic." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access vs xdist race in testing utils; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video encoder attribute error vs SAM3 LiteText memory overflow; different failures." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading failure for granite_speech vs missing field in Qwen vision config." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "save_pretrained missing files vs AutoProcessor backend-unavailable load error; different lifecycle stages." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading regression for a specific repo vs protobuf-related tokenizer exception masking." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression vs CPU/CUDA output mismatch in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-loss omission bug vs AMP/CUDA image-loss crash; different components." + } + ] + }, + "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": 27, + "review_unit_index": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46851", + "issue:46858", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:42199|issue:46851", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:46132|issue:47145", + "issue:44188|issue:46421", + "issue:44361|issue:44749", + "issue:45593|issue:47068", + "issue:45103|issue:46858" + ], + "prepared_review_unit_hash": "8696dc009c0b6734843a0aee07d288096f1cf8df2334f35f303ea45bb4c58922", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35370, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a fuzzy-similarity false positive: the issues span unrelated models, subsystems, and failure modes. None of the soft pairs look like the same underlying bug, and there is no clear canonical duplicate hub.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the soft links are all cross-topic false positives.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative for deduplication since the items are unrelated rather than alternate reports of one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 text-only fine-tuning mm_token_type_ids handling." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: video-input regression in Qwen VL models vs Windows/ROCm import failure from torch.distributed dependency." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Different domains: BART generate() UnboundLocalError vs MLflow job status reporting after failed training." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention Deepspeed, but one is Gemma-4 from_pretrained loading and the other is an optimizer-step double-call bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Different subsystems: strict config loading for granite_speech vs a Windows ROCm import/type error." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but not the same bug: a harmless tie_word_embeddings warning vs a flash-attention generation failure." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Completely different models and failures: DETR cardinality logic vs Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are crashes, but they affect different code paths and models: stale indexer cache vs flash_attention.py s_aux=None handling." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and symptoms: BigBirdTokenizer special-token registration vs ESM2 being broken." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Unrelated: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "No shared bug: an MPS histogram/int issue vs apply_chat_template requiring a chat template." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different problems: RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch result dropping." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Unrelated: offline tokenizer cache loading vs Gemma 4 multi-GPU inference CUDA OOM." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Different issues: quantized model saving failure vs kernels 0.16 incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Different symptoms and scope: AutoTokenizer loading in v5 vs an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same project area, but not the same bug: dummy Conv2d in Sam3PixelDecoder vs a model-type warning for sam3_video/sam3_tracker." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: torch.compile branching in attention kernels vs Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different failures: Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Distinct bugs: StaticCache returning a tensor instead of int vs LlamaConfig rejecting incompatible head_dim." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "No clear overlap: an isolated reproduction of another issue vs Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related warnings, but one is a Qwen3.5 fine-tuning config warning and the other is a stale paged-generate warning." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Different areas: /v1/chat/completions request rejection vs Gemma token roundtrip failure." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Unrelated: AttentionInterface.register altering registered functions vs FP8 checkpoint weight_scale not applied." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/compile wording, but one is attention-kernel divergence and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: MLLukeTokenizer AttributeError vs a performance regression after upgrading Transformers." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Unrelated: D-FINE auxiliary-loss behavior vs a host synchronization concern from a CUDA tensor conditional." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths: auto_docstring annotations crash vs cache.get_seq_length() device-tensor arithmetic breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:46752|issue:47020", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:45310|issue:45375", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "ab6ae3dab73d1196dadbcb00541730c5a93b26c7c57f63c423377f5c25037f72", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35272, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers regressions across generation, tokenization, vision, save/load, and docs; the soft pairs share superficial wording but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s dominant theme: Transformers 5.0 breaking model initialization/loading paths. It is more central and general than the other, narrower model-specific or API-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it captures the widest cross-cutting regression class, while the rest are mostly specific manifestations or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-chat-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer bugs on different code paths." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-behavior bug; AutoProcessor 'Unrecognized image processor' is a missing-backend/loading error." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and the Chinese performance regression after upgrade are unrelated failures." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data-filtering slowdown and a DeepSpeed optimizer-step duplication bug are different problems." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained tokenizer_class mismatch and processor.save_pretrained missing files are similar APIs but distinct save-format bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated model vs pipeline bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model initialization breakage and the ESM2-specific regression are not the same code-path or model family." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and DeepSpeed optimizer-step behavior are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing Sam3VisionEncoderOutput field and AutoConfig trust_remote_code field loss are both missing-field symptoms, but in different objects and APIs." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Sam3 vision encoder output attribute error and TimesFM window_size AttributeError involve different models and code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError for nn and Qwen3.5 kernel registration ValueError are unrelated import/runtime bugs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different subsystems and failure modes." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring typo for position_ids is not the same as a runtime variable-length input bug in Qwen3.5." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation example errors and AutoProcessor missing-vision-backend handling are different kinds of issues." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids behavior are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and sentence-transformers getting stuck loading are distinct startup problems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout spam are different issues in unrelated utilities." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig and a broad Qwen3.5 Moe from_pretrained error are too unspecific to treat as the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained failure in v5 and continue_final_message for mistral_common are different tokenizer paths." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost-matrix crash are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files do not describe the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update and chunked_prefill cache absence are both generation-related but not the same concrete bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer failures." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "A broad Qwen3.5 Moe from_pretrained error and a specific missing-config-field issue are not clearly the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure and a nonexistent image_utils import are different import errors with different symbols." + } + ] + }, + "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": 27, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:43278|issue:45137", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:43232|issue:44792", + "issue:44222|issue:45310", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:42831|issue:44222", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42673|issue:43704", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "b7d1837352f44bc5cd29175218752937574eba59628433e300eb1183742aed12", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one clear duplicate pair stands out: issue:42673 and issue:43704 describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads. The other soft pairs are only loosely related by subsystem or symptom and should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is earlier and has more discussion activity than issue:43704, and both report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the cluster: it matches the duplicate title, predates issue:43704, and has the fuller discussion thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Both are Transformers issues, but they cover different bugs: TF32 settings versus old InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer model registration failure and a hub CLI completion regression are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "These are separate utility crashes with different code paths and causes." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16/FP32 dtype drift and a DeepSpeed deque underflow are unrelated bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "A tokenizer roundtrip issue and an image-text-to-text pipeline failure are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP loss crash and docstring lint stdout noise are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring logging are separate areas." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; not the same export bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3 MoE, but they describe different compatibility and from_pretrained failures." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism corruption and a specific-image infinite loop are distinct behaviors." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs sync behavior and a Janus image-generation test failure do not share a concrete code path." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained errors are different failure mechanisms." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist race and a hub CLI completion break are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a nonexistent import from image_utils are separate issues." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and a DeepSpeed host-sync concern are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 MoE save_pretrained differ in symptom and path." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A PEFT version pin and docstring lint output are completely unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and an Adafactor OOM are different training failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak scenario with multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend in extras install and dummy class cleanup are unrelated packaging issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup spacing changes and add_special_tokens BOS/EOS behavior are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but they concern different missing exports and different packages." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition and a pytest-xdist race are separate problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang in Sentence Transformers and embedding reinitialization are different failures." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same issue." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral regex patch crash and tokenizer thread-safety regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the canonical_issue_reason overstates the evidence. The packet supports that issue:42673 is earlier and has more discussion than issue:43704, but it does not support \u201csubstantially more discussion and inbound references\u201d because both items show 0 inbound references. The rest of the summary is conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:46077|issue:46123", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "2e126918411242f6c34a48c12be3d1ba56b54d8fcbce77a70a81337e6edc1bb3", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The suggested pairs are mostly theme-level similarities rather than true duplicates; none look safe to merge as the same underlying bug/change. No PRs are present. The strongest standalone issue is the broad, high-impact Granite tokenizer regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the best anchor: it describes a broad, silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is more central than narrow single-model or documentation-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the clearest combination of scope, severity, and reuse value as a reference point for related tokenizer regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Both are model-output bugs, but they hit different code paths: multimodal config initialization vs. ImageClassifierOutput field assignment." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve v5 tokenizer behavior changes, but one is about clean_up_tokenization_spaces while the other is a Granite token-ID regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Different failures: LayoutLMv2Tokenizer NER/padding crash versus tokenizer thread-safety regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "One is missing files from processor.save_pretrained, the other is a from_pretrained load error for Qwen3.5 MoE." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/multi-threaded usage, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context performance regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they are unrelated examples with different root causes and model families." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading trouble is not the same bug as mDeBERTa not adding BOS/EOS with add_special_tokens=True." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Repository CI breakage from stale config references is unrelated to a huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are both docs issues, but not the same artifact or bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different multimodal/text generation bugs: config default handling versus Whisper word-timestamp decoding crash." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "The former is config initialization, the latter is a generic ModelOutput key-assignment bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both involve attention/pipeline behavior, but one is Gemma4 mask construction and the other is batch-finalization logic in MaskGenerationPipeline." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Thread-related symptoms alone are insufficient; a VRAM leak is not the same as tokenizer thread unsafety." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-state reporting and Llama model loading are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility for custom code." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer regressions: one changes cleanup-space behavior, the other changes Pegasus summarization output between major versions." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed training-job reporting is not the same as a custom trainer signature mismatch." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading issues: missing image-processor method versus remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A buffer-reading error for position_ids is unrelated to double optimizer-step calls under deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors with different causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing in serving is unrelated to the auto_docstring annotation crash." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification script empty outputs and local dataset loading failure are different example-script issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args being ignored is not the same as a documentation parameter-name typo." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A minimum PEFT version bump and leftover dummy classes causing CI failure are unrelated maintenance issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one concerns FP8 MoE saving and the other tokenizer metadata naming." + } + ] + }, + "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": 27, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + 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"item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not contain any clear duplicate issues or PRs; the soft pairs are mostly superficial theme matches within transformers internals.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46082 is the most self-contained and concrete bug report in the set, with a clear repro and narrow scope; there is no stronger duplicate cluster to anchor on.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46082 is the best representative issue overall because it describes a specific, actionable regression rather than a broad or speculative symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Pegasus output regression vs AttentionInterface registration semantics." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and tokenizer import/loading failure are unrelated bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata issue vs optimizer stepping twice; no shared underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problem and processor.save_pretrained missing files are separate concerns." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization bug vs non-persistent buffer junk; different failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import re-export issue and dummy class cleanup are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit is unrelated to AttentionInterface behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained issue vs processor file-saving issue; different artifacts and fixes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 and missing chat template support are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction and GLM-5 RoPE implementation bug are not the same change." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class serialization mismatch vs Qwen3.5 MoE from_pretrained error; distinct defects." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading/import issue vs flash-attention generation regression; no common code-path." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate missing-symbol issues." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Version-to-version tokenization drift is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT preset loading and CLI completion attribute failure are unrelated subsystems." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs Gemma4 quantized dtype casting; no shared bug." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation sync_gpus bug and warning-message wording are different issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation discussion vs Minimax numerical-difference report; not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig typing regression and LlamaConfig head_dim validation are separate API problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save/load bug vs a question about default shard size; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation do not share a code path." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg update bug vs Kosmos2.5 OCR index error; different models and failures." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers load hang and siglip2 zero probabilities are different model-specific problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error vs processor.save_pretrained file omission; no overlap." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds error and CLI completion attribute error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Actual tensor split bug vs docstring-only issue; not duplicate." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video attribute missing and MoonshineStreaming off-by-one are different model bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation state update bug and cache length configuration bug are separate code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 save_pretrained key regression are distinct." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and sinq save/load break are different quantization 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": 27, + "review_unit_index": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + 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"bd9e27ba4aeee25b6ff4b2c61ba13c460aa03c1202db35a57cb4f2a2b219da7b", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated tokenizer, model-loading, processor, and accuracy bugs. The only plausible duplicate edge is the AutoProcessor/vision-backend missing-dependency crash pair; everything else appears to be separate issues.", + "confidence": 0.8, + "canonical_issue_reason": "issue:46726 is the broadest and most general report in the only plausible duplicate subcluster, covering AutoProcessor behavior when the required vision backend is missing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46726 best represents the cluster\u2019s only coherent bug theme and is phrased at the right abstraction level for a canonical tracker issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different bugs: a vague dependency issue vs. a performance problem in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated domains: sam3-litetext memory overflow vs. a broken DIA documentation example." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the off-by-one mask bug and the SmolVLM padding bug are distinct code paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is missing; same underlying missing-dependency handling bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA indexer area, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs. XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: FineGrainedFP8 accuracy vs. Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are sequence/vision indexing issues, but they affect different models and different calculations." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both mention sam3, but one is a model-type warning and the other is missing text encoder weights." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different registration/load paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: chat/completions request rejection vs. Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different root causes: missing rms_norm_eps in MLA q_a_layernorm vs. meta-init incompatibility for InternVL2 checkpoints." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Completely unrelated: Phi-4 multimodal loading vs. a huggingface_hub CLI completion regression." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "No concrete shared bug: one is a FineGrainedFP8 accuracy issue, the other a Qwen3-VL-Moe load/error report." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms and causes: flash_attention_3 degenerate training vs. NaNs after checkout/init." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Unrelated CLI breakage vs. a sentence-transformers import NameError." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different tokenizer topics: missing onnx module import vs. added-token spacing regression." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different bug classes: attention-kernel divergence under torch.compile vs. a wrong docstring." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: import-time NameError vs. auto_mappings.py referencing removed configs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "No shared underlying bug; one is an accuracy issue, the other an infinite loop on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (offset mapping vs. BOS/EOS insertion)." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both are model-architecture/configuration reports, but about different models and different mistakes." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both involve vision inputs, but one is missing-backend crash handling and the other is image-placeholder placement in user text." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer-related, but one is BPE marker handling and the other is a broader version-to-version tokenization change." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated: non-persistent buffer initialization junk vs. a streaming mask off-by-one." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different bugs: offline cache loading failure vs. quantized model saving failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offline cache loading and the other is decoder-type selection in v5." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals: mllama mask handling vs. deepseek-v4 tensor transpose/cast behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same sam3 family only at a very high level; a model-type warning is not the same as a memory overflow." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays close to the packet, and the lone accepted soft edge (43986 \u2194 46726) is a conservative same-bug call. The other verdicts are mostly cautious rejections and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43976|issue:44945", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:46172|issue:46762", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "385ea26dcf98af3769a696ca00bd4cbde2f40a765e75d13a4c49d7fda972ec88", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36577, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers issues across imports, tokenization, multimodal/video, and model-specific regressions. The only clearly related soft edge is a specific missing import fitting a broader import-regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue here: it describes a general import-regression after upgrading, which best matches the one plausible duplicate subtheme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue because it is the most general, likely to subsume related import failures, and describes the clearest cross-cutting regression pattern in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad Transformers upgrade regression; not the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different problems: Flash Attention 2 support for XLM-Roberta vs a loading hang in Sentence Transformers." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to documentation issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a Sentence Transformers hang and the other is a MacOS bus error on a community CLIP model; too different to merge." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a buffer/position_ids read error; the other is tokenizer_class metadata mismatch on save_pretrained. Different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure for Ministrals/Devstrals and inability to load Phi-4 multimodal are unrelated model-specific issues." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal-token helpers in video code and CLI tests failing with huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility issue and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a version-to-version tokenization change and the other is a continue_final_message bug in mistral_common tokenizers; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/dequantization failure and pipeline-parallelism wrong output are different regressions." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer and a separate model loading failure are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug and all-zero assistant_masks in multimodal chat templating are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": true, + "reason": "This specific missing import fits the broader post-upgrade import-regression described by issue:45278, so they likely share the same underlying release break." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained-related bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a GlmMoeDsaIndexer torch.split issue are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model families and different bugs: save/dequantization failure vs invalid GenerationConfig." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version drift and multimodal assistant_mask generation are not the same underlying defect." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "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; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file loader breakage are different issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-v4 tensor transpose issue and Minimax MSA numerical differences are unrelated model-specific problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and there is no evidence of one shared root cause." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different subsystems: Qwen3-VL-Moe behavior vs position_ids buffer access." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 around version 5.4.0+, but one is save_pretrained checkpoint correctness and the other is from_pretrained failure; related family, but not clearly the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example bug and Gemma 4 mm_token_type_ids behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only soft-edge acceptance (issue:41628 vs issue:45278) is plausibly supported by the titles: a specific missing import fits the broader import-regression report. The other pairwise rejections also look appropriately cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:42175|issue:44938", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:42757|issue:44351", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:42898|issue:46614", + "issue:44483|issue:47217", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "3b045b0d12c4160dec780f3e0acd64a0cbf399468f7a17859a0cf7d1b691f28f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The paired issues are mostly about different models, different subsystems, or different failure modes, so none look like true duplicates. The most central issue in this set is the broad import-regression report around upgrading to Transformers 5.5.0.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set, covering multiple import failures after a version upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue candidate because it is general, clearly scoped, and likely to subsume related import-breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different problems: one is a Qwen3-VL-Moe regression in Transformers 5.0, the other is an FP8 save_pretrained issue for moe models." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenizer regressions, but they appear model-specific and do not clearly describe the same tokenizer bug or code path." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging backend selection with `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer components and different failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is a dtype change between train/eval, the other is incorrect output under pipeline parallelism; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing `transformers.onnx` and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "Vitpose model breakage and a kernel compatibility issue are different failures." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and a run_classification.py multi-label example bug are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs update after `sync_gpus` are different code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-triggered infinite loop are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and do not look like one bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a `SequenceFeatureExtractor.pad` performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docstring parameter-name mismatch is not the same as import-time doc-lint diagnostics being printed to stdout." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One requests Flash Attention 2 support for GPT2LMHeadModel; the other is a separate generic Flash Attention 2 issue." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-space cleanup behavior in v5 is unrelated to stale phonemizer language state." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "A rejected chat/completions request and a VL placeholder parsing failure are different API-level problems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and a RoPE implementation discussion are not the same concrete defect." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading breakage and NaNs in classification heads are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and an incorrect PyTorch version check for a flex_attention import are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but save_pretrained key serialization and from_pretrained loading errors are distinct code paths." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import symbol and a broad set of import errors after upgrade are related in theme but not the same underlying issue." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation of `num_labels` is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek v5 tokenization regressions are not clearly the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length helper issue and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script behavior and a SigLIP2 HF-vs-JAX discrepancy are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:44610|issue:46909", + "issue:44038|issue:45478", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", + "issue:44291|issue:45071", + "issue:43064|issue:43673", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44263|issue:46762", + "issue:44466|issue:46002", + "issue:42222|issue:47000" + ], + "prepared_review_unit_hash": "8ee65b59949382342c65fad2812743740eb9a75cfa15d6badc0d7edd150b39ed", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34743, + "estimated_input_tokens": 8686, + "estimated_eval_tokens": 17628 + }, + "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 by subsystem or v5-era wording, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:44038 is the most concrete and representative user-facing regression among the set, but the cluster does not actually have a strong duplicate core.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44038 is the clearest standalone bug report here; it is specific, actionable, and closer to the cluster's broad v5/model-loading theme than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different failures in different trainer flows: SGD optimizer args vs evaluate-after-train behavior." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated domains: OmDet image sizing mismatch vs a broken DIA documentation example." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen/MoE loading complaints, but they target different model families and likely different code paths; too weak to treat as the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a doc parameter-name typo are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output fields, but they affect different models and different output tensors; not the same underlying bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and a downstream accuracy regression are not the same issue." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both mention AutoProcessor.from_pretrained, but one is a missing backend error and the other is repeated HTTP 429 retry behavior." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label classification failure and pipeline() error-message wording are different problems." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multi-threaded loading and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Model weight loading in UMT5Encoder and passing kwargs in AutoProcessor are different code paths." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Performance regression in SequenceFeatureExtractor.pad and a streaming pipeline regression do not describe the same bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "A masking bug in mllama and an auxiliary-loss normalization bug in OLMoE/GPT Oss are different model-specific issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a Qwen2_5_VL class and AutoProcessor retry behavior on 429s are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are entirely different subsystems." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-initialization incompatibility and attention numerical differences are not the same underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 compatibility regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking break; separate fixes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and generation cache missing are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version pin problem and a flex_attention import version check are unrelated maintenance issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different failure modes in different paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in an indexer and numerical differences in attention are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different bugs with different symptoms." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost-matrix crashes 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": 27, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44380", + "issue:44410", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42222|issue:43441", + "issue:39379|issue:46897", + "issue:42222|issue:46752", + "issue:44117|issue:45081", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43408|issue:43742", + "issue:45632|issue:46981", + "issue:45071|issue:47059", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44877|issue:46231", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:39401|issue:43421", + "issue:42371|issue:44261", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44964|issue:45278" + ], + "prepared_review_unit_hash": "8c08342a4fb46aee111ee9947b7f83de633a250ab4dde668d3e7848b04486fd1", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated Transformers bugs and regressions across import/loading, tokenization, attention, video processors, testing utils, and model-specific behavior. The soft pairs share broad subsystem vocabulary, but they do not look like the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "Best umbrella candidate in the set: it is the broadest, most general regression report and naturally covers multiple import-failure variants better than the narrower model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most representative broad failure report among otherwise narrow, model-specific bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention/mask config bugs, but they affect different models and different code paths; not the same change." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different models and failures: vitpose package breakage vs Ministral-3 FlashAttention incompatibility." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and symptoms; one is an mllama mask bug, the other is a Florence2 training-loss shift issue." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Unrelated failures: vitpose import/runtime breakage vs empty-list crash in apply_chat_template." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a mapping lookup bug and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different bugs: invalid GenerationConfig vs flash-attention generation failure." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both are config-related regressions, but one is type checking and the other is stale dtype state after from_config." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different areas entirely: 3d_parallel runtime failure vs a testing_utils bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a video processor shape bug; the other is an AutoProcessor crash without torchvision." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different outputs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues for different model families; not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both involve processor/model loading, but one is a cache-path collision and the other is repeated 429 retry behavior." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Different failure modes: config type checking vs CLI incompatibility with a hub dependency change." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Distinct bugs: degenerate training with flash_attention_3 vs incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen-related, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Different code paths: cached_file kwargs forwarding vs special_tokens being a list instead of a mapping." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs feature-extractor performance issue; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Same file area, but one is a generic testing_utils bug and the other is a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Unrelated: strict config loading failure vs documentation parameter-name mismatch." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different models and different training bugs; only the general training-loss theme overlaps." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and likely different breakpoints." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs a noisy logging message; not the same issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different problem classes: invalid generation config vs unrecognized model/config loading." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both concern tokenizers, but one is offset mapping and the other is runtime post-processor updates." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different numerical/config issues in different model paths; no shared concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical correctness reports, but they concern different attention/norm implementations and likely different fixes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError from configuration_utils vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific multimodal model-loading failure; the other is a broad release-wide import-errors report." + } + ] + }, + "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": 27, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:44484|issue:45310", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44410|issue:45478", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:27957|issue:43352", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43531|issue:45341", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "8248b3b96a1ce1a0e1fcaa0d4538b0553ad45e1e81f7d1caef805afbcce69c58", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36464, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers bugs that happen to share broad themes like v5 regressions, tokenizer/model loading, or Flash Attention. I found no soft pair that is clearly the same underlying issue, so no duplicates are accepted.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44483 is the most central high-impact report in this set: it describes a broad user-facing v5 chat/completions API regression with concrete failure, making it a better anchor than the narrower model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44483 is the best overall representative because it is broad, severe, and likely to subsume nearby chat/completions regression reports better than the model- or implementation-specific items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both are precision-related, but one is TF32 settings and the other is a FineGrainedFP8 accuracy bug; different code paths and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizers, but one is SGD args being ignored while the other is double optimizer steps under deepspeed; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same broad chat/completions area, but 44483 is a general request-acceptance regression while 45464 is a specific Qwen3.5-0.8B streaming failure." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated problems: save_pretrained sharding behavior versus a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is a removed config option and the other is unexpected position-id keys; different underlying defects." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is tokenization output differing across versions; not clearly the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a torch.split/indexing bug and the other is a RoPE implementation issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failures: missing projections versus a from_pretrained loading error." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init validation is unrelated to AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are model-loading/model-structure issues, but they concern different architectures and different missing/mismatched components." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list apply_chat_template crash is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model-specific issues: missing image-patch counting method versus a missing rms_norm_eps in MLA q_a_layernorm." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is a model support error and the other is a training degeneration regression in sequence classification." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "These both mention Qwen3-VL-Moe, but one is a specific weight-shape mismatch and the other is a broader v5 loading bug without enough evidence they are the same defect." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different flash-attention support complaints; not the same code-path failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a compile-time PyTorch warning and the other is a BLIP2 dtype propagation bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and a gguf_file loading breakage are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard sizing has nothing to do with the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are low-level tensor/code bugs, but in different models and different operations; no shared underlying defect is evident." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to deepseek-v4 tensor transposition behavior." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers are unrelated to the Florence2 double-shift loss bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but one is tokenizer-mapping None handling and the other is a specific model loading regression; too little evidence they are the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM area, but one is a normalization epsilon config bug and the other is a RoPE implementation issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A torchvision-missing crash in AutoProcessor is unrelated to testing_utils." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config option and a flash_attention.py sink-less-model AttributeError are different failures." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowness and repeated 429 retries are different performance/retry problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different model/runtime 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": 27, + "review_unit_index": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45440", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:47312", + "issue:43874|issue:44263", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:44117|issue:46701", + "issue:46655|issue:46664", + "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:43208|issue:43550", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298" + ], + "prepared_review_unit_hash": "fd7eb0738d15c0237663bb5c0b5ebf66541fcabf362b73203627cacc4b1c934d", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose grab-bag of unrelated Transformers issues/regressions. None of the soft pairs look like the same underlying bug or change; most are only superficially similar by subsystem or model family.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 has the strongest signal in the set: the most discussion and inbound references, plus a concrete runtime bug with clear user impact, so it is the best anchor for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the highest-signal issue here and the best representative anchor, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek problems: model divergence vs a tensor dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal warning/compat issue vs broken quantized save/load behavior." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "Unrelated failures: missing torchvision dependency vs kernel compatibility error." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same broad model family, but different code paths: image patch counting vs torch.split indexing." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both Qwen-related, but one is a missing layer projection bug and the other is a config field being dropped." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache/memory initialization bug vs pipeline batching logic dropping final results." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: removed API surface vs offloading/quantization behavior." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument error vs tokenizer mapping returning None; distinct failures." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning vs TimesFM window_size attribute error." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "General Qwen3-VL-Moe bug vs specific missing projections in qwen3next layer 0." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols and different modules." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure in DiffusionGemma output handling." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs empty-list chat template crash; no shared underlying defect." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Tensor operation/type bug vs a model accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision import dependency vs save_pretrained shard-size behavior." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness vs logging noise; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding bug vs docstring parsing crash under future annotations." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different removed/missing symbols and different failure modes." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() state bug vs import failure caused by datasets; not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local-files-only network leak vs missing embed_tokens weights in UMT5 loading." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Loading a specific model failing vs a streaming pipeline regression." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention-scaling config ignored vs lazy cache causing recompilation; different mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure vs unsupported backend mapping error." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Different concrete bugs: distributed optimizer-state issue vs streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure vs Qwen3_5 image infinite-loop bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compilation warning on bfloat16 models vs a specific SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes/check_repo failure vs noisy logging; 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": 27, + "review_unit_index": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43208|issue:43526", + "issue:44077|issue:46365", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "0945451c34057c47ab6b78b1e8ed59641a04b06f1ba4f7620d6807a6c4232977", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bug reports, with the soft edges appearing to be title-level similarity rather than true duplicates. I would reject all proposed pairings. No PRs are present. If one issue must anchor the set, 43097 is the broadest, most central v5 regression report.", + "confidence": 0.93, + "canonical_issue_reason": "No single true duplicate cluster emerges, but issue 43097 is the best anchor because it is a broad v5 API regression with inbound references and stronger cross-issue relevance than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 has the clearest standalone triage value: broad impact, explicit breakage, and signs that it is referenced by related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is a dequantized-model save failure and the other is Pipeline.save_pretrained; different code paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The second is only a reproduction of another issue; there is no evidence it targets the same tokenizer-decoder bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different regressions: a PyTorch compile bfloat16 warning versus a tie_word_embeddings config warning." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is about pipeline error messaging, the other about pipeline serialization; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight loading and a max_shard_size default question are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() versus a runtime streaming regression are separate issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model backend support and Python-version compatibility are unrelated problems." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache indexing crash in serve and streaming pipeline regression are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen MoE, but one is a transformers 5 bug and the other is fp8 inference support; not the same change." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 tensor conversion are distinct model-specific failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as AttentionInterface.register behavior change." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "A model support gap and a GPT2 backend scaling bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API removal regression is not the same as a noisy logging message." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BEiT label reduction are unrelated model issues." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Config validation for patchtsmixer is unrelated to importing Trainer." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained MoE and from_pretrained load errors are related only loosely by model family, not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Flaky tests due to missing set_seed and a CLI breakage from huggingface_hub are different problems." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different RoPE implementation complaints; not mergeable as one fix." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision-related, but one is FineGrainedFP8 accuracy and the other is missing rms_norm_eps in MLA." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling and batched chat-template padding crash are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different dependencies." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP v5 regressions, but missing attentions and missing hidden_states are distinct 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": 27, + "review_unit_index": 60, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43575", + 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The other candidate pairs are either different subsystems, different symptoms, or too broad to safely merge as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the clearest root-cause report: it identifies import * usage in models and quantifies the startup slowdown, which also explains the slower-import symptom in issue:44246.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best standalone issue because it states a concrete cause, a measurable impact, and is more actionable than the symptom-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying problem: transformers import is slow due to model import * usage; one report is root cause, the other is the symptom." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different failures: one is a flaky SamHQ integration test missing set_seed, the other is a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated issues: cache update should use no_grad versus a Python version compatibility problem." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths and symptoms: model loading/state_dict ordering versus save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Too broad and not the same bug: one is a cache update decorator issue, the other is a generic complaint about many broken models." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Unrelated import failure for PyTorch versus a tokenizer loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3.5 MoE problems: FP8 save_pretrained behavior versus missing _tp_plan/tensor-parallel metadata." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but the reported defects are different structures/outputs and not the same concrete code-path problem." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different topics: DSA indexer ReLU discussion versus DeepSeekV3 MoE divergence." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols with no evidence they share the same broken export or code path." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is a missing tensor-parallel plan field and the other is a generic from_pretrained failure; 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The remaining pair verdicts are conservative and do not overclaim duplicates based only on broad topical similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + 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The only commonality is very broad \"Transformers 5.x is broken\" sentiment, not a single underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "If forced to pick one anchor, issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is too generic to be a clean canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best available representative of the loose cluster theme because it is the most general report of widespread v5 regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior vs TensorBoard-without-TF backend error; different bugs." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE math issue vs SmolVLM video-frame meaning/padding issue; unrelated models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor save_pretrained file omission vs an unspecified bug report." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading performance/correctness vs unsafe sys.modules access in modeling_utils; different failures." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM video processor padding/num_frames bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression vs GenerationMixin cache missing during chunked_prefill; not the same defect." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is specific; 45850 is only a broad umbrella complaint." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL issues: 2D box output error vs infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model-specific output bug vs global PretrainedConfig type-checking regression." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is distinct from a generic v5 breakage report." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization of tied weights depends on device vs checkpoint reload failure after upgrade; related area but different bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy issue vs AttributeError in tied-weight-key handling; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env CLI vs checkpoint reload incompatibility; not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration guidance vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage complaint vs HF Hub CLI completion attribute error in tests." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Documentation typo vs broad version-breakage umbrella." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness vs lazy loading malfunction; could be adjacent, but not clearly the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Sam3 model-type warning vs Liger Kernel not applied with model_init; distinct problems." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time performance from import * vs missing Qwen3_5 symbol export/import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seed vs inverse_sqrt scheduler ignoring kwargs; different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility regression vs Qwen3-VL box-output bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch in saved config vs generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs propagation vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage vs scheduler timescale bug." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken env command vs command-substitution allowlist bypass; different security/CLI issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs a small testing_utils bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied-weight-key AttributeError; different save/export paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown vs missing HybridCache export/import; not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression vs missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args vs tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version compatibility vs shell-operator allowlist bypass." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic vs tensor transpose bug; not the same change." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding calculation." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application bug vs flash_attention_3 training degeneration; different mechanisms." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation issue vs shell command substitution security bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy loading malfunction; adjacent v5 complaints but not one 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": 27, + "review_unit_index": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46144", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:44861|issue:47110", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "b0cc6f883fa1b8584c88f26db05184250799c7c932d5255a6a79e20602174c65", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39769, + "estimated_input_tokens": 9943, + "estimated_eval_tokens": 20142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A few items orbit Flash Attention 2.0, but the soft pairs are largely generic topical overlaps rather than the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45250 is the broadest Flash Attention 2.0 umbrella in the set and best fits the small flash-attention subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28348 is the most concrete and actionable issue, with an explicit model target and a clear requested change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support vs a DeepSeek weight-conversion question; different problem classes." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failure modes: Gemma-4 audio positional encoding vs CohereASR training-loss shifting." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; too vague to be the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility issue vs a shell command-substitution security bypass; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model/code paths." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation discussion vs shell-operator command-injection bypass; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction vs inverse_sqrt scheduler kwargs handling; different subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler configuration bug; no concrete overlap." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward args vs a Llama 3.2 model-loading breakage; not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs inability to import a specific Qwen class; different failures." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup proposal vs a Qwen3 VRAM leak; unrelated changes." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional encodings, but for different models and distinct bugs." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight-key attribute crash vs special_tokens being a list; different code paths." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad model-breakage complaint vs a file-write/RCE vulnerability; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad model-breakage complaint vs shell-command allowlist bypass; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3 VRAM leak vs GLM-5 RoPE implementation; no shared concrete defect." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API/settings guidance vs VRAM leak in Qwen3ForCausalLM; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention support request for Nemotron vs a security file-write exploit; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network access with local_files_only vs Qwen3VL timestamp bug; different issues." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated bugs." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they describe different concrete symptoms and are too broad to treat as duplicates." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 model breakage vs import failure for Qwen3_5ForCausalLM; different failures." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs missing files on processor.save_pretrained; different behaviors." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue in a MoE indexer vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key crash vs CLI test failure with huggingface_hub 1.22.0; different roots." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak vs a small testing_utils bug; not the same underlying change." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support request vs class import failure; distinct issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache export vs missing Qwen3_5ForCausalLM import; similar symptom, but not enough evidence of the same fix." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2 Flash Attention 2.0 support request vs a broad generic Flash Attention 2.0 issue; same topic, not the same concrete change." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash vs apply_chat_template crash with tool calls; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Completely unrelated topics: unemployment vs command-substitution RCE." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated topics: unemployment vs shell allowlist bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated non-technical issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are separate model-specific support requests and not the same concrete bug/change." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated non-technical issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs an ImportError for layer_type_validation; different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs a from_pretrained error; related model family, but different concrete problems." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate UnboundLocalError vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs vs slow from_pretrained loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow loading vs documentation confusion around model.forward args; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models vs FP8 support for Qwen3-VL/Qwen3.5 MoE; different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior vs RoFormer attention interface use; 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": 27, + "review_unit_index": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "137f4f87c0ef24e94e3ec04d11e1f8d3bdef013d00888167f256d9a253af98fb", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates; they cover unrelated bugs and cleanup across different models/components (norms, tokenizers, loss kwargs, config typing, quantization typo, MoE gating, and attention plumbing). The cluster looks like loose semantic similarity rather than one underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster because the topics are unrelated; if forced, issue 42936 is one of the more concrete bug reports, but it does not represent the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the most concrete standalone bug report in the set, but it is not a good global representative because the other issues are on different code paths and model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code path or same fix." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint typo vs tokenizer regex warning regression. These are unrelated maintenance/behavior issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and loss-function kwargs plumbing are separate bugs in different parts of the training stack." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs not forwarded vs RoFormer attention interface usage. Distinct subsystems and fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model-specific ignore_value bug is unrelated to a global tokenizer warning after a version bump." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss masking issue and RoFormer attention interface issue are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former runtime bug and a quantization attribute typo are not the same underlying problem." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config type annotation error vs a quantization typo; both are typos but in different symbols and code paths." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs forwarding bug is unrelated to a config type-hint mistake." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm implementation question vs ModernBERT norm_eps type hint; different models and different defects." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue do not share the same code path or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "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": "946ba167013f470c5dc3c45fde6562de8455f3013656143f27e597fe1a2573c5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated topics: tokenizer truncation behavior, a ReduceLROnPlateau-style training feature, and Wav2Vec2 word time offsets. None looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue among these: the cluster is not a duplicate set, and the issues describe distinct feature requests/problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and self-contained report, but it is still unrelated to the other two and should not be treated as their duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requested behavior: truncation strategy vs Wav2Vec2 word boundary timing." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Completely different feature requests: text truncation option vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared bug/change path; one is about training scheduler behavior, the other about extracting word offsets from speech models." + } + ] + }, + "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": 27, + "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": "b90dd86c7dcec97ff7e399dc76320e66b2418c49f3948fad111074e71b8fcdb0", + "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": "The three issues are only loosely related by model loading/tokenization in Transformers, but they do not appear to describe the same underlying bug. Issue #16618 is the broadest model-loading report, while #15980 is an auth/error-message case and #13244 is a TAPAS tokenization discrepancy.", + "confidence": 0.79, + "canonical_issue_reason": "#16618 is the most general and central issue in the set, describing a concrete model-loading failure rather than a narrower symptom like error messaging or tokenizer mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative because it is the broadest and most directly about model loading, but the cluster is not strong enough to treat the others as duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "These concern different problems: TAPAS tokenization mismatch versus a model loading failure for bert-base-uncased. Shared NLP/model context is too broad to indicate the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention downloading/loading models, but one is specifically about a bad error message for private models without login, while the other is a generic failure to load bert-base-uncased. Different 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": 4, + "component_count": 27, + "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": "658b63e3247bd15d36afd8eadf8db9de89bf8dcc3b95bfd64c990dccb2128831", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community feature requests: one for Flash Attention 2 support and one for GGUF support across more architectures. They share only broad implementation-tracking similarity, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF architecture support); 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": "issue", + "component_index": 5, + "component_count": 27, + "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-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "a27d89a732e4b19eff3087f0f1efdb78315a72d39256034e01019e586ca3ea05", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18663, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18663, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of distinct i18n translation requests and some repeated/template-like placeholder issues. The only clear duplicate set is the generic placeholder trio with the exact same title; the language-specific translation requests are not duplicates of each other.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43834 is the earliest clean placeholder/template issue and best represents the exact duplicate trio with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative of the duplicated template-based issue set; the other real-language translation issues should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; same template body is not enough to make these the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish docs translation is distinct from the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Different language/content; no clear evidence these are the same task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are different work items." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish and generic placeholder issues are not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Distinct language-specific request vs generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Distinct translation request; shared template text is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation issue and placeholder issue are not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "No clear indication these are the same issue; titles differ substantially." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "These look like different Thai-language posts; not clearly the same underlying report." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder title and near-identical template content; clearly duplicate issues." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder issue; no meaningful difference beyond separate filing." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Both are malformed/placeholder-like, but the titles are not the same issue and the underlying request is unclear." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title/content; similarity appears to come from a shared template, not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "No evidence these malformed titles refer to the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Thai text issue and generic placeholder issue are not clearly duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder/template issue; duplicate filing." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Different malformed titles; not enough to merge as the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Shared template similarity only; titles/content do not show the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "These do not appear to be the same task or report." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different Thai-language content; not clearly duplicates." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Placeholder-like titles but not the same specific issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Not clearly the same issue; only generic template similarity is visible." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no shared concrete bug/change." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "The Thai text issue is distinct from the generic placeholder issue." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are malformed/oddly titled, but there is no concrete proof they represent the same report." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs Thai text issue; not the same underlying item." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Same broad i18n/translation theme, but not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "No clear duplicate relationship beyond loose similarity." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Very similar Thai phrasing, but not enough evidence to treat as the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Titles are too different to confidently merge as duplicates." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Similar malformed style, but no concrete same-issue evidence." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Not enough shared concrete content to justify duplicate status." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issues 43834, 44365, and 44370 do share the exact same placeholder title and look like the only clear duplicate set. The language-specific translation requests and the Thai-titled issues are kept separate, which is appropriately conservative given only soft similarity evidence. Soft-edge verdicts do not overstate duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "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:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "56815405a422264536074d255d589ca98f0a45977483c652a5648712da2f1076", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model/feature requests that are textually similar but refer to different models, modalities, or architectural changes. I do not see true duplicates among them, so all soft edges should be rejected. There are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46133 is the most complete and well-discussed request in the set, so it is the best representative anchor if one issue must be chosen, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "46133 has the richest context and discussion, making it the strongest issue to keep as the representative record for this similarity cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Keypoint matcher vs keypoint detector/matcher are different model requests, not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa matcher and MiniCPM3 architecture are unrelated tasks." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "A config update for EuroBert is not the same as adding RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are different models with no shared code path shown." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision models." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio target different model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer is not the same implementation change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and a sparse-transformer request are unrelated changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture and weight-sparse transformer support are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE support and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only superficially." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "RoPE support request and a user-name issue are clearly unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and a person-name issue are not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and implementation targets." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but not the same model or change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse-transformer support are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink support are different model/code changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are not the same underlying feature." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model 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": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and a name-only issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a person-name issue 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "9acac02c89e623b1165704c8416c2257b302b3c0479d3f467870a4b2e55acc55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the more concrete technical work item; #38740 is a documentation/request-style issue and not the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the best representative of the cluster only because it is the substantive code-change topic; the cluster itself does not form a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intents: docs/framework listing versus Vision RoPE refactor. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "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": "514f48fb049fcc94efe4d7443ca5536128db78b777950be50bc3f9ce571da0b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The only similarity is a broad LLM/runtime context, which is too weak to merge them.", + "confidence": 0.93, + "canonical_issue_reason": "issue #43037 is the more specific and actionable request; #41084 is too terse/ambiguous to serve as a strong canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the best representative if one must be chosen because it clearly states the target model/version and the scope of the request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: 'Set Block Decoding' is a decoding/feature change, while 'DeepSeek v3.2 support' is a model-support request. No shared targets/files or evidence of 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": 9, + "component_count": 27, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "5454ef04d14059b9cfd9c41b4ec70e5b72805efdf7857cb58f0419d913daab66", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for a `from_pretrained()` flag for FLCE/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate: issue 41306 is about exposing an FLCE flag in `from_pretrained()`, while issue 41826 is about adding TiledMLP support; they target different components and different changes.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the cluster representative, 41306 is the more concrete, narrowly scoped API request. 41826 is a separate architecture/integration feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different feature requests in different areas of the model stack; no shared bug or mergeable code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "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": "5f6fb9ab439a02e049e9ed0d50994bd55396626bbbf4584d1e4d3dab9e1284e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer-related feature requests: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue 43598 is the better representative of the cluster because it is a concrete Trainer behavior/customization request and is the broader of the two topics.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 43598 is the strongest issue candidate for the cluster since it targets a specific Trainer control-flow customization problem rather than a narrower accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different problems: one is about column-pruning customization in `Trainer`, the other is about FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as 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": 11, + "component_count": 27, + "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": "6319df1281d1e0517c440ba43cc65667740cdec7ba12295aba45b15525708b99", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different Qwen model support requests: one asks for Qwen3-Omni auto-class registration, the other asks for sequence-classification support for Qwen3.5. They are related only at a very broad theme level, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader, more central request: it targets core AutoModel registration plumbing for Qwen3-Omni, while 44405 is a separate task-specific support request for Qwen3.5 sequence classification.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative issue for the cluster because it reflects the main framework-level missing registration problem; 44405 is narrower and concerns a different model family and task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different capabilities: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "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": "20740f9652a57766b206d0ffc0065cff55a52053e601c24f48fef41f202fad4a", + "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": "Three issues share the same placeholder title \"huggingface\", but the evidence is too thin to confirm duplicates, so all pairwise soft edges should remain unaccepted. The \"Fett\" issue looks unrelated. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43845 is a reasonable canonical choice as the earliest of the identical-title \"huggingface\" reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue representative because it is the earliest of the matching-title reports, but the cluster is not strong enough to treat the others as confirmed duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete shared bug details beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the \"huggingface\" reports and lacks common context." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title, but only placeholder-level similarity is visible; not enough to confirm a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title and close timing, but no concrete report details tie them to the same bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title alone is insufficient here; there are no shared specifics to justify merging them." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is partly grounded (three issues share the same title), but the soft-edge verdicts overstate the evidence. The packet\u2019s deterministic_accept is false for all pairs, so marking 43845-43846, 43845-43859, and 43846-43859 as true is not conservative enough. The canonical-issue choice of 43845 is fine as the earliest of the similar-title issues, but the duplicate conclusions should remain unaccepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "4e3f4d8deae0f2359307d1d45e7744f01ce029a1c0ccfac8d471e7940b19d972", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam/placeholder issues with no concrete bug reports; the titles and bodies are too thin to justify merging any pair as true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44371 is the earliest clear placeholder/spam report and is representative of the repeated '' entries in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44371 is the best representative because it is an early, generic spam placeholder with no unique technical content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no evidence of the same underlying bug or a concrete shared report beyond the title token." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: near-identical placeholder titles, but no substantive description or common bug context to confirm duplication." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a '' placeholder and the other is a documentation-suggestion title; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "The titles point to unrelated spam/marketing-like content rather than the same concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different placeholder/marketing-style titles with no shared technical symptom or explicit linkage." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These titles describe different kinds of low-content reports, not one shared bug or request." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '' titles, but the available evidence does not show the same report or a concrete shared defect." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No shared technical content; one is spam-like, the other is a community benchmark tip." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and do not indicate the same bug or change." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No evidence of a common underlying issue; the subject matter differs completely." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These are different low-information reports with no shared concrete code-path or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "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": "d9c47650803e07b8f0029f3507580e8cec7c39678bda7b11c2eff30da33925f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and strong metadata similarity, so they are likely duplicates and should be clustered together, with the earlier issue as the canonical representative.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier issue and shares the same title and close overall metadata with #45151, so it is the best canonical issue for the likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the cleanest representative because it was created first and appears to describe the same report as #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate pair: the titles are identical and the available metadata is very similar, though the packet does not expose the bodies or prove the scope is identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is plausible, but the analyst overstates the evidence. The packet supports identical titles and strong soft similarity, but it does not show the issue bodies or any direct proof that the content is \"indistinguishable\" or that there is \"no evidence of different scope.\" Also, the pair was not deterministically accepted. The soft-edge verdict should be phrased more conservatively as likely duplicate, not certain duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "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": "160725403da8121f4fb70f0070ebe8fd0725997a6bd55ae5d1fa76edea5d191c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with unrelated personal-name titles and no body/context. They do not appear to report the same problem, so this is not a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No issue contains meaningful problem details; the titles refer to different names and birthdates, so neither is a clear canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is better as a canonical report because both lack any substantive description or technical content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different people and dates, with no shared bug description or explicit linkage, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "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": "0911b53d6b0ee90d340e3e839b8169f22ba171c709f9c560304a33c44000e1f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two closed issues with only person-name/date titles and no body or linkage evidence. They do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any description, references, or shared technical content; the titles are just distinct names/dates, so there is no clear canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a canonical representative because the items do not appear related beyond superficial title similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal-name/date entries with no body or technical context, so they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "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": "a22e82481cbee27b0ad571d393fb6ecad981ef43ffcf2de5bc28685b11c74a7d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the clearer feature request, with a concrete model-class addition and specific intended use; issue 46295 is about broader training-format support and is not a duplicate of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the best canonical issue because it is narrowly scoped and specific about the requested API/model addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different subjects and code paths: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The overlap is only in being feature requests, not in the 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": 19, + "component_count": 27, + "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": "b8501b438bdc23bb2c2d628b19aeb0e51aad5bd90fa728f0d0b88307960a85ba", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two likely duplicate issue pairs stand out: 45870/45871 share the same title and very high similarity, and 45872/45873 also share the same title and very high similarity. 45869 looks separate and is not the same request as either pair.", + "confidence": 0.86, + "canonical_issue_reason": "45870 is the best canonical issue overall because it is the earliest item in a likely duplicate pair with identical title/high similarity. 45872/45873 appear to be a separate likely duplicate pair, and 45869 is distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest representative issue among the set: it is the earliest of the high-similarity 'Example: Financial time series prediction with DataForge' pair. The other similar-looking items form a separate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is directionally reasonable, but it overstates the evidence. The packet only shows identical titles and soft-similarity scores; it does not prove the pairs are exact duplicates. Please soften the verdicts to conservative language like \"likely duplicate\" or \"same title / high similarity,\" and avoid claiming \"exact duplicates\" or \"same issue\" as a certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "1f6856ee907373c77ab89cb996f63d438482cbde6a9aefbcf95954e463d08fff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to static-cache behavior around linear-attention/Qwen3.5, but they describe different failure modes: one corrupts shapes during `early_initialization`, the other raises a `KeyError` for `linear_attention`. They are close enough to cluster conceptually, but not the same underlying bug with high confidence.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the broader/root-style failure mode in static cache initialization affecting linear-attention layers, with a concrete shape corruption leading to runtime error.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the strongest representative for the cluster since it states the more general mechanism (`early_initialization` corrupting linear-attention layers) rather than only one model-specific `KeyError` symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both concern `cache_implementation=\"static\"` and linear attention, but one is a shape corruption/runtime error during initialization while the other is a `KeyError: 'linear_attention'`. The symptoms and likely code paths differ enough that they should not be treated as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "1ffcfb7b42abe1a775d676db246aa7b1a4e4327b9d65a5fe4fc2a029cf22937d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-exact duplicates: same title, same reported Wav2Vec2CTCTokenizer v5 bug, and identical text. The open issue is the better canonical/best issue because it is active and already has inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and appears to be the active report for the exact same bug as #46551.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the strongest single issue to keep because it is open and already attracting discussion/references for the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; the bodies appear identical, so this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues have the same title, equal body length, and a soft-similarity Jaccard of 1.0, with #46552 open and carrying inbound references. The duplicate/canonical choice is conservative and well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "27a2b7532412db58a32de723ec7ef0efbb7599aba9dd09e17a324a9ac4c1e730", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different failure modes: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They share only a broad training context, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46657 is the more concrete and actionable report, with a specific tensor-shape mismatch error; issue:46692 describes a different symptom (OOM over time) and does not look like the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46657 is the better cluster anchor because it is a precise bug report with a clearer failure signature, whereas issue:46692 appears to be a separate memory-pressure problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs. gradual out-of-memory during training. Shared training context alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "b5dedd02e20e32d959caf785cad1fe952e71cec36724e578281401f0550b1e88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by model-loading failures. One reports a ZeRO-3/zero.Init partitioning bug for a composite multimodal submodule causing OOM, while the other reports 4-bit + device_map='auto' incorrectly dispatching to CPU despite sufficient memory. They involve different code paths and failure modes, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46822 is the stronger canonical issue: it is a specific, actionable loading/partitioning bug with a clear affected component (ZeRO-3 zero.Init and a composite submodule) and an explicit failure mode (OOM on multi-GPU load).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best representative for this cluster because it is the more concrete and durable bug report; 46823 is a separate quantization/device-map issue and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: both are model-loading failures, but they stem from different mechanisms and code paths. 46822 is about ZeRO-3 partitioning of a composite submodule causing OOM; 46823 is about 4-bit device_map/max_memory dispatching to CPU and raising ValueError. They are 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": 24, + "component_count": 27, + "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-46906-18", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47309", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47309", + "issue:47227|issue:47256", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309" + ], + "prepared_review_unit_hash": "c4a147cd78480908c5a4b293786ec86e440047970d55ec3c4cd47c1dd77de279", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29496, + "estimated_input_tokens": 7374, + "estimated_eval_tokens": 15004 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29496, + "estimated_input_tokens": 7374, + "estimated_eval_tokens": 15004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like a dated series of recurring \"[serge] integration failure triage\" reports, not the same underlying bug/change. The similarity is mostly template/date-based, so I would not collapse them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#47309 is the only open and most current triage thread, so it is the best representative if one needs a current anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "060810d7f94c24ff1ead623b840993668bdefb02980a27b762b4845a184fc477", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with identical titles and highly similar bodies describe the same request to add RWKV7 model support, so they should be clustered together. Issue 46984 appears slightly better as the canonical representative because it has more discussion activity and is likely the more established thread.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46984 is the better canonical representative: it has the same title, similar body, and more discussion activity, suggesting it is the more central thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 is the strongest issue in the cluster because it is clearly the same request and has the most engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and strongly similar content indicate the same underlying feature request for RWKV7 model support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: both items are closed issues with the same title, and the body similarity evidence is strong. The canonical choice of issue 46984 is also conservative, since it has slightly more discussion activity (2 vs 0). The soft-edge acceptance is supported by the available evidence and does not overstate certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "ba78646b4969a270376f9f69fc3e23f3ecaa548e707568f0e1636a7a978e4ac6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar research-style writeups about AI-assisted vulnerability discovery, but they do not describe the same concrete bug, feature request, or actionable change. They look like separate discussion posts rather than duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #47015 is the broader, more direct framing of an AI-automated cybersecurity vulnerability discovery system, while #47007 is a lessons-learned style writeup about building such systems. If one must be chosen as the canonical issue, #47015 is the cleaner umbrella topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#47015 is the best representative because its title most clearly captures the core subject without narrowing it to a retrospective angle. It is the better anchor for related discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They overlap in topic, but the titles and likely intents differ: one is a lessons-from-using-LLMs article, the other is a novel application/system concept. This is not enough to treat them as 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": 27, + "component_count": 27, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "51e296bb76ce92550ee93e51f39f67a676824ff215fc1d6dc47c745199101afd", + "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": "The two issues are effectively duplicates: same title, same likely body, same reported behavior, and no distinguishing metadata. 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The conservative rejections look appropriate, and no verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "72a66ce68024e7a955b333df84bc08fba695691aeb1c34e8f414743c97eb5be4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 33, + "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": "5b8b1535c47613dd68b395b752a40bcef560027a44c8035f2ffa255e59484fff", + "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": "Two open PRs add different new pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share a lot of scaffolding, but they implement different features and touch different model/pipeline code paths, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more complete pipeline addition, covering multiple segmentation backends and more integration/tests, so it is the better canonical representative if one is needed.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the strongest standalone PR because it spans the wider visual-segmentation feature set and has more supporting model/test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They are related pipeline additions, but not the same underlying change: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model integrations and code paths. Shared docs/infra files are not enough to merge them 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": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "f2358c3de2b7e831f85ae1f436ca6c010042c54f73d1e553e6b87ed348228da6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "50a84f4dc76e06c7bd7b4dd512e7e1630f2fd706750dc00e2f6db13fe6c2c855", + "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": null, + "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": 33, + "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": 12, + "component_count": 33, + "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:44024", + "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", + 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"pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "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:43997|pull_request:44129", + "pull_request:44071|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", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "ac5806339c30292c79c387c7cfdb79a9443c3e515f8d9e8bdcaa9b31d3a5619c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84514, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76945, + "estimated_input_tokens": 19237, + "estimated_eval_tokens": 38730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a family of model-specific output-tracing refactors, not one single duplicate change. The only strong duplicate-like overlaps are within the GPT-J and GPT-Neo lines; the rest are similar standardized-output migrations across different models and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the most complete GPT-J-family refactor here: it covers the same output-tracing change with the broadest scope (GPT-J plus CodeGen) and appears to supersede earlier GPT-J iterations.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the clearest representative of the duplicate subset because it has the broadest concrete code-path coverage and the strongest evidence of being the later consolidated version of the GPT-J work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families/files; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families/files; 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PR 45115 is a narrower refactor focused on inheritance and conversion-key renaming.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 best represents the cluster because it covers the main functional change and the wider set of affected files; 45115 is a smaller follow-up-style refactor rather than the primary implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both are NemotronH-related, but they address different changes: 45115 is about refactoring inheritance and conversion mapping, while 45569 introduces separate dense/sparse model implementations plus docs and tests. They are not the same concrete code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "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": "41de46f33d72a2a70b1b9cc967bb0d0aa2606396fd24c5949809c4dd9f452cf6", + "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 pull requests are type-checking related, but they address different workstreams: one is a broad typing pass across many Transformers files, while the other adds/extends typing support utilities for specific model/PEFT integrations. The overlap in a few shared files is incidental rather than evidence of the same concrete fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more self-contained representative of the cluster\u2019s typing-infra theme, centered on reusable protocol/type-alias additions rather than a broad repo-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the better representative because it makes a focused, concrete typing change that could stand on its own; PR #45415 is a larger mechanical annotation pass with many unrelated file edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they are not the same underlying change: #45415 is a broad type-checking sweep and pyproject ignore adjustment, while #45425 adds specific typing protocols/aliases for modeling and PEFT code paths. Shared files do not make them mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "70c9042dd515575401ac05622ed93db0a12ba3c51504597fe1754f028a1a9fe6", + "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": null, + "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": 33, + "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": "fad296af52c23a67184499c1c882a138aa6d61d7322be2d8d3bbd5ebfe2f60d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist captured_info collision problem in testing_utils; PR 45645 is the broader superset because it also updates CI log collection to handle multiple per-worker files.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file fix from 45639 and additionally patches workflow log aggregation to consume multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster: it fixes the same concrete bug and carries the more complete implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info xdist collision fix; 45645 is a superset that adds CI-side handling for multiple output files, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "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": 22, + "component_count": 33, + "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": "7fb65f42c07cad251b7795e5d952bb6b5b8434bc417728d24e678e4ce0b5e95f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap on distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed branch base touching many unrelated areas. The shared files are too broad to treat as a duplicate merge target.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more canonical PR for this cluster because it is a narrow, concrete feature change with a clear scope (EP + Trainer integration) rather than a broad branch-base accumulation of distributed work.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative PR: it has a single, well-defined code-path change and is much more plausibly a standalone merge candidate than #46269, which bundles many unrelated distributed edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only on shared distributed/MoE files. #46126 targets EP/Trainer integration, while #46269 is a broad distributed branch base with many additional changes, so they do not appear to fix the same concrete problem or belong in one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "edfd5f835b20914500fb0cb9075b83cd3620dcfcbd470c494063cf2500049a03", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No true duplicates here: the set is a collection of unrelated workflow-maintenance PRs, with one loose subcluster around pr-ci-security-gate.yml that still consists of distinct incremental hardening changes rather than the same fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "46554 is the best representative PR because it contains the most substantive security-gate behavior change; the other pr-ci-security-gate.yml PRs are narrower follow-ups or comments, not the same patch.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the strongest single anchor for this cluster: it changes actual workflow logic, whereas most others are minor config, quoting, or permission tweaks in unrelated workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different changes: stdin handling for self-comment CI vs adding checkout/diff-based security checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad CI-security theme, but distinct workflow files and different fixes; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows; one updates command input handling, the other adds comments to a reusable security gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow updates: stdin piping for self-comment CI versus changing inherited secrets on the security-gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both adjust shell quoting, but they affect different workflows and different code paths, so they are not duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and purposes: SSH runner hardening vs benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH-runner hardening and anti-slop permissions changes are unrelated changes, even though both are workflow maintenance." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different behavior; no shared bug or concrete change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH-runner security hardening is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow targets and different fixes; same general security posture is too broad to merge." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both touch workflow YAML, but one changes anti-slop permissions and the other changes benchmark dispatch conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions update is unrelated to the build-CI shell quoting fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared underlying bug; one is anti-slop permissions, the other is PR CI security-gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated workflow updates: reviewer checkout ref vs benchmark trigger conditions." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and different code paths; not the same fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout ref tweak is unrelated to PR CI security gating." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow tweaks, but they fix different behaviors in different pipelines." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark dispatch support and PR CI security checks are unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are shell/script hardening, but they affect different workflows and different commands." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different updates; same repo area is not enough." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file and related security theme, but different concrete changes: one adds checkout/diff checks, the other changes permissions and adds a success guard." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Comments/documentation for the same workflow are not the same underlying fix as the added security checks." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but one adds logic while the other only changes secrets exposure; distinct changes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/guarding versus comments only; these are not duplicate fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different hardening steps: permissions/approval gating vs removing inherited secrets." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments about safety and changing secrets inheritance are different changes, not one bug fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-CI shell quoting and PR CI security-gate comments are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner workflow hardening is unrelated to comments in the PR CI security gate." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different fixes; no shared code path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH-runner secrets cleanup and PR CI security-gate secrets handling are distinct changes." + } + ] + }, + "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": 33, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "47349950372f260156e4a320274a4066bbe417da7d729c5b80ef2c5e239f36c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same off-by-one right-window mask bug in MoonshineStreaming; one is a narrower earlier fix, the other is a broader superset that also patches Gemma4 and adds tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the same MoonshineStreaming fix as 46310, adds test coverage, and expands the same off-by-one correction to Gemma4, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest standalone representation of the bug fix: it directly patches the MoonshineStreaming mask, includes tests, and covers the same off-by-one pattern in another model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Accept: both PRs make the same concrete right-window boundary correction in MoonshineStreaming (`-dist <= right_window_size`), so they target the same underlying bug; 47162 is just a broader superset." + } + ] + }, + "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": 33, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "3a20aa838013437ef31c37e1f85231420bdae8d8765c3ac501df3b0f9c69676c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer auto-loading to the wrong class. They do not look mergeable into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs address different code paths and different bugs (decoder behavior vs tokenizer-class selection).", + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the better representative only because it is a self-contained, concrete bug fix with a direct behavioral symptom; however, it is not a cluster-level canonical for the pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems in different files: CodeLlama decode stripping versus DeepSeek model/tokenizer-class routing. They are not the same fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "ba99d4bc4eae539919269f1c7620ebf97bcc51889dbbf3a26eef8e5cd70a4c8c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FA2 long-context performance regression on the same code path in `modeling_flash_attention_utils.py`, with 47215 appearing to be the broader follow-up/superset fix. They are close enough to treat as duplicate change candidates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "47215 is the better canonical PR: it targets the same issue but is more complete, with a larger patch and added tests/bench coverage around the FA2 unpadding/perf regression.", + "best_issue_reason": null, + "best_pr_reason": "47215 is the best single PR to point to because it addresses the regression more comprehensively than 46696 and is the more likely final merge candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Same tracked issue and same underlying FA2 decode-performance bug in the same file/code path; 47215 looks like a superset of the earlier fix and could plausibly subsume it in one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "504a6a80701269b400e33133da673ad315ca8fa12b2302fcdee1abf647688cd7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch masking logic, but they fix different bugs in different execution paths: one is about batch-size-1 padding masks being skipped in linear-attention model forwards, the other is about recurrent attention masks being skipped on continued forwards / cache continuation. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the better canonical PR for the cluster because it has a clearer, more centralized fix in `masking_utils.py`, an explicit issue target, and a tightly scoped bug description tied to one concrete masking code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the best representative overall because it addresses the most clearly defined core masking bug in shared utility code; PR #46773 is model-specific and covers a separate batch-size-1 fast-path issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different bugs and code paths: #46773 fixes padding-mask handling for batch size 1 in linear-attention model forwards, while #47087 fixes recurrent-layer masking on continued forwards/chunked prefill/cache continuation. They are related by theme but not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "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-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "6fbad3e262fd483a65db59e5c4be22c029d9fa6c575fd5de58a4ef9b97eb3712", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests address different concrete changes. Two are only loosely related through multimodal processing, but none fixes the same underlying bug or could be merged into one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47074 is the broadest and clearest representative of the cluster: a generic multimodal input-key normalization fix with direct pipeline code and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #47074 is the best representative overall because it has the strongest title-to-diff match and the most general scope among the three, while the others are more specific and unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both touch multimodal processing, but one normalizes AnyToAny pipeline input keys and the other validates Gemma4 audio placeholders; different code paths and bugs." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "These are unrelated fixes: multimodal input-key normalization versus prompt lookup decoding length capping in generation." + } + ] + }, + "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": 33, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "16e2760aae147eff433f95a60ae68305335c062002c81099d0b4a5cd996ed785", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4181, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4181, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: one re-enables and tightens a VITS forward test, the other fixes RT-DETR v2 weight conversion mappings. They do not describe the same bug or change path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 47105 is a VITS test/regression change, while 47129 is an RT-DETR v2 converter fix in a different model and code path.", + "best_issue_reason": null, + "best_pr_reason": "47105 is the clearer standalone fix to use as a representative PR if needed; it addresses a concrete forward-shape/test regression, whereas 47129 is a separate converter maintenance fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different models and code paths; VITS forward-test re-enable vs RT-DETR v2 converter key mapping fix. 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": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "1fd513dab34225758be60ee86b0e83e4b0c6e3841a5c621eb18e482069770807", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29375, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29375, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "a087da8102eccbd39b309c39f0ebb9b0e0810815ce641d3b76c03703548e048e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs address nearby chat CLI URL handling, but they fix different levels of the problem: one normalizes `/v1` management base URLs, the other routes management calls to the service root. They overlap in file scope but are not the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR #47303 as canonical: it targets the broader service-root routing behavior for chat management calls and has the clearest direct issue linkage, while #47140 is a narrower `/v1` base normalization fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #47303 is the best representative of the cluster because it addresses the underlying routing path more generally and appears more likely to subsume the narrower `/v1`-specific workaround in #47140.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Same subsystem and similar filenames, but the fixes are not the same code-path change: #47140 strips `/v1` from the management base URL, while #47303 reroutes management calls to the service root. They could coexist rather than being 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": 33, + "component_count": 33, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "e29f78b0047ad95fc6e367bdef11ce2c3c943cf47233f8124d1698b5782fdf46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one fixes gradient inflation in label smoothing during gradient accumulation, while the other adds and enforces `min_tokens_to_keep` for `TopHLogitsWarper` in generation. They do not look like the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs address different subsystems and different bugs/changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #47261 is the better representative because it has an explicit issue target and a narrowly scoped bug fix with a clear correctness problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths and goals: training loss scaling vs generation logits filtering. They are not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/manifest.json b/snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3651525e9e78db219d3d3f2c77d9e88979362ec7 --- /dev/null +++ b/snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260715t180032z", + "artifacts": { + "hybrid": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-15T18:13:38Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260715T180032Z", + "variant": "hybrid" +} diff --git a/snapshots/20260715T180032Z/manifest.json b/snapshots/20260715T180032Z/manifest.json index 4d50102694a86281072416c58b64e6acf3a22bf1..e088b26c6183474c5aed3d43ab5fdd74706195cb 100644 --- a/snapshots/20260715T180032Z/manifest.json +++ b/snapshots/20260715T180032Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 932 }, "extracted_at": "2026-07-15T18:00:32Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260715t180032z", + "runs": { + "hybrid-model-20260715t180032z": { + "analysis_id": "hybrid-model-20260715t180032z", + "artifacts": { + "hybrid": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/manifest.json", + "model": null, + "published_at": "2026-07-15T18:13:38Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260715T180032Z", "watermark": {